{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第 2 章 常见工具介绍"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 Numpy\n",
    "### 2.1.1 创建数组"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "(3,)\n",
      "1 2 3\n",
      "[5 2 3]\n",
      "(2, 3)\n",
      "1 2 4\n"
     ]
    }
   ],
   "source": [
    "a = np.array([1, 2, 3])   # 创建一个一维数组\n",
    "print(type(a))            # 输出 \"<class 'numpy.ndarray'>\"\n",
    "print(a.shape)            # 输出 \"(3,)\"，代表 Numpy 数组形状的元组,\n",
    "                          # 每个数字表示一个维度长度\n",
    "print(a[0], a[1], a[2])   # 输出 \"1 2 3\"\n",
    "a[0] = 5                  # 修改数组中的元素\n",
    "print(a)                  # 输出 \"[5, 2, 3]\"\n",
    "\n",
    "b = np.array([[1,2,3],[4,5,6]])    # 创建一个 2x3 维度（2行3列）的数组\n",
    "print(b.shape)                     # 输出 \"(2, 3)\"\n",
    "print(b[0, 0], b[0, 1], b[1, 0])   # 输出 \"1 2 4\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 0.]\n",
      " [0. 0.]]\n",
      "[[1. 1.]]\n",
      "[[7 7]\n",
      " [7 7]]\n",
      "[[1. 0.]\n",
      " [0. 1.]]\n",
      "[[0.94863216 0.94407713]\n",
      " [0.53544761 0.96492816]]\n"
     ]
    }
   ],
   "source": [
    "a = np.zeros((2,2))   # 创建一个 2x2 维度的所有元素都是 0 的数组\n",
    "print(a)              # 输出 \"[[ 0.  0.]\n",
    "                      #       [ 0.  0.]]\"\n",
    "\n",
    "# 你也可以创建其他类型的数组\n",
    "b = np.ones((1,2))    # 创建一个 1x2 维度的所有元素都是 1 的数组\n",
    "print(b)              # 输出 \"[[ 1.  1.]]\"\n",
    "\n",
    "c = np.full((2,2), 7)  # 创建一个 2x2 维度的所有元素都是 7 的数组\n",
    "print(c)               # 输出 \"[[ 7.  7.]\n",
    "                       #       [ 7.  7.]]\"\n",
    "\n",
    "d = np.eye(2)         # 创建一个 2x2 维度的单位矩阵数组\n",
    "print(d)              # 输出 \"[[ 1.  0.]\n",
    "                      #       [ 0.  1.]]\"\n",
    "\n",
    "e = np.random.random((2,2))  # 创建一个 2x2 维度的随机数组\n",
    "print(e)                     # 输出类似 \"[[ 0.91940167  0.08143941]\n",
    "                             #          [ 0.68744134  0.87236687]]\"\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1.2 数组索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n",
      "[1 2 3 4]\n",
      "3\n"
     ]
    }
   ],
   "source": [
    "# 创建一个形状为  (3, 4) 的二维数组\n",
    "# [[ 1  2  3  4]\n",
    "#  [ 5  6  7  8]\n",
    "#  [ 9 10 11 12]]\n",
    "a = np.array([[1,2,3,4], [5,6,7,8], [9,10,11,12]])\n",
    "\n",
    "# 直接获取某行某列的数据\n",
    "print(a[0, 2])  # 输出 3\n",
    "\n",
    "# 先获取第1维度，再获取第二个维度\n",
    "print(a[0])     # 输出 [1 2 3 4]\n",
    "print(a[0][2])  # 输出 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1.3 数组切片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "77\n"
     ]
    }
   ],
   "source": [
    "# 创建一个形状为（3, 4）的二维数组\n",
    "# [[ 1  2  3  4]\n",
    "#  [ 5  6  7  8]\n",
    "#  [ 9 10 11 12]]\n",
    "a = np.array([[1,2,3,4], [5,6,7,8], [9,10,11,12]])\n",
    "\n",
    "# 使用切片来拉取出由前 2 行和第 1，2 列组成的子阵列; b 数组形状为（2,2）：\n",
    "# [[2 3]\n",
    "#  [6 7]]\n",
    "b = a[:2, 1:3]\n",
    "\n",
    "# 数组的切片是对同一数据的引用，因此修改它将修改原始数组，即切片和原始数组指向同一内存地址。\n",
    "print(a[0, 1])   # 输出 \"2\"\n",
    "b[0, 0] = 77     # b[0, 0] 和 a[0, 1] 指向同样的数据\n",
    "print(a[0, 1])   # 输出 \"77\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1.4 数学计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[11. 22. 33.]\n",
      " [33. 44. 55.]]\n",
      "[[4. 5. 6.]\n",
      " [6. 7. 8.]]\n",
      "[[2. 1. 0.]\n",
      " [0. 1. 2.]]\n",
      "[[ 0.84147098  0.90929743  0.14112001]\n",
      " [ 0.14112001 -0.7568025  -0.95892427]]\n",
      "(2, 1)\n",
      "(1, 2)\n",
      "[[1 2]\n",
      " [2 4]]\n"
     ]
    }
   ],
   "source": [
    "a = np.array([[1.0,2.0,3.0],[3.0,4.0,5.0]])\n",
    "b = np.array([[10.0,20.0,30.0],[30.0,40.0,50.0]])\n",
    "print(a + b) # [[11. 22. 33.]\n",
    "             #  [33. 44. 55.]]\n",
    "             \n",
    "a = np.array([[1.0,2.0,3.0],[3.0,4.0,5.0]])\n",
    "print(a + 3)   # [[ 4.  5.  6.]\n",
    "               #  [ 6.  7.  8.]]\n",
    "               \n",
    "# Numpy 版本的 abs（绝对值）函数\n",
    "print(np.abs(a-3)) # [[2. 1. 0.]\n",
    "                   #  [0. 1. 2.]]\n",
    "\n",
    "# Numpy 版本的 sin（正弦函数）函数\n",
    "print(np.sin(a)) # [[ 0.84147098  0.90929743  0.14112001]\n",
    "                 #  [ 0.14112001 -0.7568025  -0.95892427]]\n",
    "                 \n",
    "a = np.array([[1],[2]])\n",
    "b = a.T\n",
    "print(a.shape) # (2, 1)\n",
    "print(b.shape) # (1, 2)\n",
    "m = np.dot(a, b)\n",
    "print(m) # [[1 2]\n",
    "         #  [2 4]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/uk_rain_2014/uk_rain_2014.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Water Year</th>\n",
       "      <th>Rain (mm) Oct-Sep</th>\n",
       "      <th>Outflow (m3/s) Oct-Sep</th>\n",
       "      <th>Rain (mm) Dec-Feb</th>\n",
       "      <th>Outflow (m3/s) Dec-Feb</th>\n",
       "      <th>Rain (mm) Jun-Aug</th>\n",
       "      <th>Outflow (m3/s) Jun-Aug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1980/81</td>\n",
       "      <td>1182</td>\n",
       "      <td>5408</td>\n",
       "      <td>292</td>\n",
       "      <td>7248</td>\n",
       "      <td>174</td>\n",
       "      <td>2212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1981/82</td>\n",
       "      <td>1098</td>\n",
       "      <td>5112</td>\n",
       "      <td>257</td>\n",
       "      <td>7316</td>\n",
       "      <td>242</td>\n",
       "      <td>1936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1982/83</td>\n",
       "      <td>1156</td>\n",
       "      <td>5701</td>\n",
       "      <td>330</td>\n",
       "      <td>8567</td>\n",
       "      <td>124</td>\n",
       "      <td>1802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1983/84</td>\n",
       "      <td>993</td>\n",
       "      <td>4265</td>\n",
       "      <td>391</td>\n",
       "      <td>8905</td>\n",
       "      <td>141</td>\n",
       "      <td>1078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1984/85</td>\n",
       "      <td>1182</td>\n",
       "      <td>5364</td>\n",
       "      <td>217</td>\n",
       "      <td>5813</td>\n",
       "      <td>343</td>\n",
       "      <td>4313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1985/86</td>\n",
       "      <td>1027</td>\n",
       "      <td>4991</td>\n",
       "      <td>304</td>\n",
       "      <td>7951</td>\n",
       "      <td>229</td>\n",
       "      <td>2595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1986/87</td>\n",
       "      <td>1151</td>\n",
       "      <td>5196</td>\n",
       "      <td>295</td>\n",
       "      <td>7593</td>\n",
       "      <td>267</td>\n",
       "      <td>2826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1987/88</td>\n",
       "      <td>1210</td>\n",
       "      <td>5572</td>\n",
       "      <td>343</td>\n",
       "      <td>8456</td>\n",
       "      <td>294</td>\n",
       "      <td>3154</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Water Year  Rain (mm) Oct-Sep  Outflow (m3/s) Oct-Sep  Rain (mm) Dec-Feb  \\\n",
       "0    1980/81               1182                    5408                292   \n",
       "1    1981/82               1098                    5112                257   \n",
       "2    1982/83               1156                    5701                330   \n",
       "3    1983/84                993                    4265                391   \n",
       "4    1984/85               1182                    5364                217   \n",
       "5    1985/86               1027                    4991                304   \n",
       "6    1986/87               1151                    5196                295   \n",
       "7    1987/88               1210                    5572                343   \n",
       "\n",
       "   Outflow (m3/s) Dec-Feb  Rain (mm) Jun-Aug  Outflow (m3/s) Jun-Aug  \n",
       "0                    7248                174                    2212  \n",
       "1                    7316                242                    1936  \n",
       "2                    8567                124                    1802  \n",
       "3                    8905                141                    1078  \n",
       "4                    5813                343                    4313  \n",
       "5                    7951                229                    2595  \n",
       "6                    7593                267                    2826  \n",
       "7                    8456                294                    3154  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>water_year</th>\n",
       "      <th>rain_octsep</th>\n",
       "      <th>outflow_octsep</th>\n",
       "      <th>rain_decfeb</th>\n",
       "      <th>outflow_decfeb</th>\n",
       "      <th>rain_junaug</th>\n",
       "      <th>outflow_junaug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1980/81</td>\n",
       "      <td>1182</td>\n",
       "      <td>5408</td>\n",
       "      <td>292</td>\n",
       "      <td>7248</td>\n",
       "      <td>174</td>\n",
       "      <td>2212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1981/82</td>\n",
       "      <td>1098</td>\n",
       "      <td>5112</td>\n",
       "      <td>257</td>\n",
       "      <td>7316</td>\n",
       "      <td>242</td>\n",
       "      <td>1936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1982/83</td>\n",
       "      <td>1156</td>\n",
       "      <td>5701</td>\n",
       "      <td>330</td>\n",
       "      <td>8567</td>\n",
       "      <td>124</td>\n",
       "      <td>1802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1983/84</td>\n",
       "      <td>993</td>\n",
       "      <td>4265</td>\n",
       "      <td>391</td>\n",
       "      <td>8905</td>\n",
       "      <td>141</td>\n",
       "      <td>1078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1984/85</td>\n",
       "      <td>1182</td>\n",
       "      <td>5364</td>\n",
       "      <td>217</td>\n",
       "      <td>5813</td>\n",
       "      <td>343</td>\n",
       "      <td>4313</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  water_year  rain_octsep  outflow_octsep  rain_decfeb  outflow_decfeb  \\\n",
       "0    1980/81         1182            5408          292            7248   \n",
       "1    1981/82         1098            5112          257            7316   \n",
       "2    1982/83         1156            5701          330            8567   \n",
       "3    1983/84          993            4265          391            8905   \n",
       "4    1984/85         1182            5364          217            5813   \n",
       "\n",
       "   rain_junaug  outflow_junaug  \n",
       "0          174            2212  \n",
       "1          242            1936  \n",
       "2          124            1802  \n",
       "3          141            1078  \n",
       "4          343            4313  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 设定显示的列.\n",
    "df.columns = ['water_year','rain_octsep', 'outflow_octsep',\n",
    "              'rain_decfeb', 'outflow_decfeb', 'rain_junaug', 'outflow_junaug']\n",
    "\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rain_octsep</th>\n",
       "      <th>outflow_octsep</th>\n",
       "      <th>rain_decfeb</th>\n",
       "      <th>outflow_decfeb</th>\n",
       "      <th>rain_junaug</th>\n",
       "      <th>outflow_junaug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>33.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1129.000000</td>\n",
       "      <td>5019.181818</td>\n",
       "      <td>325.363636</td>\n",
       "      <td>7926.545455</td>\n",
       "      <td>237.484848</td>\n",
       "      <td>2439.757576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>101.900074</td>\n",
       "      <td>658.587762</td>\n",
       "      <td>69.995008</td>\n",
       "      <td>1692.800049</td>\n",
       "      <td>66.167931</td>\n",
       "      <td>1025.914106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>856.000000</td>\n",
       "      <td>3479.000000</td>\n",
       "      <td>206.000000</td>\n",
       "      <td>4578.000000</td>\n",
       "      <td>103.000000</td>\n",
       "      <td>1078.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1053.000000</td>\n",
       "      <td>4506.000000</td>\n",
       "      <td>268.000000</td>\n",
       "      <td>6690.000000</td>\n",
       "      <td>193.000000</td>\n",
       "      <td>1797.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1139.000000</td>\n",
       "      <td>5112.000000</td>\n",
       "      <td>309.000000</td>\n",
       "      <td>7630.000000</td>\n",
       "      <td>229.000000</td>\n",
       "      <td>2142.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1182.000000</td>\n",
       "      <td>5497.000000</td>\n",
       "      <td>360.000000</td>\n",
       "      <td>8905.000000</td>\n",
       "      <td>280.000000</td>\n",
       "      <td>2959.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1387.000000</td>\n",
       "      <td>6391.000000</td>\n",
       "      <td>484.000000</td>\n",
       "      <td>11486.000000</td>\n",
       "      <td>379.000000</td>\n",
       "      <td>5261.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       rain_octsep  outflow_octsep  rain_decfeb  outflow_decfeb  rain_junaug  \\\n",
       "count    33.000000       33.000000    33.000000       33.000000    33.000000   \n",
       "mean   1129.000000     5019.181818   325.363636     7926.545455   237.484848   \n",
       "std     101.900074      658.587762    69.995008     1692.800049    66.167931   \n",
       "min     856.000000     3479.000000   206.000000     4578.000000   103.000000   \n",
       "25%    1053.000000     4506.000000   268.000000     6690.000000   193.000000   \n",
       "50%    1139.000000     5112.000000   309.000000     7630.000000   229.000000   \n",
       "75%    1182.000000     5497.000000   360.000000     8905.000000   280.000000   \n",
       "max    1387.000000     6391.000000   484.000000    11486.000000   379.000000   \n",
       "\n",
       "       outflow_junaug  \n",
       "count       33.000000  \n",
       "mean      2439.757576  \n",
       "std       1025.914106  \n",
       "min       1078.000000  \n",
       "25%       1797.000000  \n",
       "50%       2142.000000  \n",
       "75%       2959.000000  \n",
       "max       5261.000000  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 下面两个语句结果一样，返回一个 series\n",
    "col = df['rain_octsep']\n",
    "col = df.rain_octsep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>water_year</th>\n",
       "      <th>rain_octsep</th>\n",
       "      <th>outflow_octsep</th>\n",
       "      <th>rain_decfeb</th>\n",
       "      <th>outflow_decfeb</th>\n",
       "      <th>rain_junaug</th>\n",
       "      <th>outflow_junaug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1987/88</td>\n",
       "      <td>1210</td>\n",
       "      <td>5572</td>\n",
       "      <td>343</td>\n",
       "      <td>8456</td>\n",
       "      <td>294</td>\n",
       "      <td>3154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1998/99</td>\n",
       "      <td>1268</td>\n",
       "      <td>5824</td>\n",
       "      <td>360</td>\n",
       "      <td>8771</td>\n",
       "      <td>225</td>\n",
       "      <td>2240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1999/00</td>\n",
       "      <td>1204</td>\n",
       "      <td>5665</td>\n",
       "      <td>417</td>\n",
       "      <td>10021</td>\n",
       "      <td>197</td>\n",
       "      <td>2166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2000/01</td>\n",
       "      <td>1239</td>\n",
       "      <td>6092</td>\n",
       "      <td>328</td>\n",
       "      <td>9347</td>\n",
       "      <td>236</td>\n",
       "      <td>2142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2006/07</td>\n",
       "      <td>1387</td>\n",
       "      <td>6391</td>\n",
       "      <td>437</td>\n",
       "      <td>10926</td>\n",
       "      <td>357</td>\n",
       "      <td>5168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2007/08</td>\n",
       "      <td>1225</td>\n",
       "      <td>5497</td>\n",
       "      <td>386</td>\n",
       "      <td>9485</td>\n",
       "      <td>320</td>\n",
       "      <td>3505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2011/12</td>\n",
       "      <td>1285</td>\n",
       "      <td>5500</td>\n",
       "      <td>339</td>\n",
       "      <td>7630</td>\n",
       "      <td>379</td>\n",
       "      <td>5261</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   water_year  rain_octsep  outflow_octsep  rain_decfeb  outflow_decfeb  \\\n",
       "7     1987/88         1210            5572          343            8456   \n",
       "18    1998/99         1268            5824          360            8771   \n",
       "19    1999/00         1204            5665          417           10021   \n",
       "20    2000/01         1239            6092          328            9347   \n",
       "26    2006/07         1387            6391          437           10926   \n",
       "27    2007/08         1225            5497          386            9485   \n",
       "31    2011/12         1285            5500          339            7630   \n",
       "\n",
       "    rain_junaug  outflow_junaug  \n",
       "7           294            3154  \n",
       "18          225            2240  \n",
       "19          197            2166  \n",
       "20          236            2142  \n",
       "26          357            5168  \n",
       "27          320            3505  \n",
       "31          379            5261  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.query('rain_octsep > 1200')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>water_year</th>\n",
       "      <th>rain_octsep</th>\n",
       "      <th>outflow_octsep</th>\n",
       "      <th>rain_decfeb</th>\n",
       "      <th>outflow_decfeb</th>\n",
       "      <th>rain_junaug</th>\n",
       "      <th>outflow_junaug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1987/88</td>\n",
       "      <td>1210</td>\n",
       "      <td>5572</td>\n",
       "      <td>343</td>\n",
       "      <td>8456</td>\n",
       "      <td>294</td>\n",
       "      <td>3154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1998/99</td>\n",
       "      <td>1268</td>\n",
       "      <td>5824</td>\n",
       "      <td>360</td>\n",
       "      <td>8771</td>\n",
       "      <td>225</td>\n",
       "      <td>2240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1999/00</td>\n",
       "      <td>1204</td>\n",
       "      <td>5665</td>\n",
       "      <td>417</td>\n",
       "      <td>10021</td>\n",
       "      <td>197</td>\n",
       "      <td>2166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2000/01</td>\n",
       "      <td>1239</td>\n",
       "      <td>6092</td>\n",
       "      <td>328</td>\n",
       "      <td>9347</td>\n",
       "      <td>236</td>\n",
       "      <td>2142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2006/07</td>\n",
       "      <td>1387</td>\n",
       "      <td>6391</td>\n",
       "      <td>437</td>\n",
       "      <td>10926</td>\n",
       "      <td>357</td>\n",
       "      <td>5168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2007/08</td>\n",
       "      <td>1225</td>\n",
       "      <td>5497</td>\n",
       "      <td>386</td>\n",
       "      <td>9485</td>\n",
       "      <td>320</td>\n",
       "      <td>3505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2011/12</td>\n",
       "      <td>1285</td>\n",
       "      <td>5500</td>\n",
       "      <td>339</td>\n",
       "      <td>7630</td>\n",
       "      <td>379</td>\n",
       "      <td>5261</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   water_year  rain_octsep  outflow_octsep  rain_decfeb  outflow_decfeb  \\\n",
       "7     1987/88         1210            5572          343            8456   \n",
       "18    1998/99         1268            5824          360            8771   \n",
       "19    1999/00         1204            5665          417           10021   \n",
       "20    2000/01         1239            6092          328            9347   \n",
       "26    2006/07         1387            6391          437           10926   \n",
       "27    2007/08         1225            5497          386            9485   \n",
       "31    2011/12         1285            5500          339            7630   \n",
       "\n",
       "    rain_junaug  outflow_junaug  \n",
       "7           294            3154  \n",
       "18          225            2240  \n",
       "19          197            2166  \n",
       "20          236            2142  \n",
       "26          357            5168  \n",
       "27          320            3505  \n",
       "31          379            5261  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.rain_octsep > 1200]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>water_year</th>\n",
       "      <th>rain_octsep</th>\n",
       "      <th>outflow_octsep</th>\n",
       "      <th>rain_decfeb</th>\n",
       "      <th>outflow_decfeb</th>\n",
       "      <th>rain_junaug</th>\n",
       "      <th>outflow_junaug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1990/91</td>\n",
       "      <td>1022</td>\n",
       "      <td>4418</td>\n",
       "      <td>305</td>\n",
       "      <td>7120</td>\n",
       "      <td>216</td>\n",
       "      <td>1923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1991/92</td>\n",
       "      <td>1151</td>\n",
       "      <td>4506</td>\n",
       "      <td>246</td>\n",
       "      <td>5493</td>\n",
       "      <td>280</td>\n",
       "      <td>2118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1992/93</td>\n",
       "      <td>1130</td>\n",
       "      <td>5246</td>\n",
       "      <td>308</td>\n",
       "      <td>8751</td>\n",
       "      <td>219</td>\n",
       "      <td>2551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1993/94</td>\n",
       "      <td>1162</td>\n",
       "      <td>5583</td>\n",
       "      <td>422</td>\n",
       "      <td>10109</td>\n",
       "      <td>193</td>\n",
       "      <td>1638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1994/95</td>\n",
       "      <td>1110</td>\n",
       "      <td>5370</td>\n",
       "      <td>484</td>\n",
       "      <td>11486</td>\n",
       "      <td>103</td>\n",
       "      <td>1231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1995/96</td>\n",
       "      <td>856</td>\n",
       "      <td>3479</td>\n",
       "      <td>245</td>\n",
       "      <td>5515</td>\n",
       "      <td>172</td>\n",
       "      <td>1439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1996/97</td>\n",
       "      <td>1047</td>\n",
       "      <td>4019</td>\n",
       "      <td>258</td>\n",
       "      <td>5770</td>\n",
       "      <td>256</td>\n",
       "      <td>2102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1997/98</td>\n",
       "      <td>1169</td>\n",
       "      <td>4953</td>\n",
       "      <td>341</td>\n",
       "      <td>7747</td>\n",
       "      <td>285</td>\n",
       "      <td>3206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1998/99</td>\n",
       "      <td>1268</td>\n",
       "      <td>5824</td>\n",
       "      <td>360</td>\n",
       "      <td>8771</td>\n",
       "      <td>225</td>\n",
       "      <td>2240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1999/00</td>\n",
       "      <td>1204</td>\n",
       "      <td>5665</td>\n",
       "      <td>417</td>\n",
       "      <td>10021</td>\n",
       "      <td>197</td>\n",
       "      <td>2166</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   water_year  rain_octsep  outflow_octsep  rain_decfeb  outflow_decfeb  \\\n",
       "10    1990/91         1022            4418          305            7120   \n",
       "11    1991/92         1151            4506          246            5493   \n",
       "12    1992/93         1130            5246          308            8751   \n",
       "13    1993/94         1162            5583          422           10109   \n",
       "14    1994/95         1110            5370          484           11486   \n",
       "15    1995/96          856            3479          245            5515   \n",
       "16    1996/97         1047            4019          258            5770   \n",
       "17    1997/98         1169            4953          341            7747   \n",
       "18    1998/99         1268            5824          360            8771   \n",
       "19    1999/00         1204            5665          417           10021   \n",
       "\n",
       "    rain_junaug  outflow_junaug  \n",
       "10          216            1923  \n",
       "11          280            2118  \n",
       "12          219            2551  \n",
       "13          193            1638  \n",
       "14          103            1231  \n",
       "15          172            1439  \n",
       "16          256            2102  \n",
       "17          285            3206  \n",
       "18          225            2240  \n",
       "19          197            2166  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.water_year.str.startswith('199')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>water_year</th>\n",
       "      <th>rain_octsep</th>\n",
       "      <th>outflow_octsep</th>\n",
       "      <th>rain_decfeb</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1980/81</td>\n",
       "      <td>1182</td>\n",
       "      <td>5408</td>\n",
       "      <td>292</td>\n",
       "      <td>7248</td>\n",
       "      <td>174</td>\n",
       "      <td>2212</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1981/82</td>\n",
       "      <td>1098</td>\n",
       "      <td>5112</td>\n",
       "      <td>257</td>\n",
       "      <td>7316</td>\n",
       "      <td>242</td>\n",
       "      <td>1936</td>\n",
       "      <td>1981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1982/83</td>\n",
       "      <td>1156</td>\n",
       "      <td>5701</td>\n",
       "      <td>330</td>\n",
       "      <td>8567</td>\n",
       "      <td>124</td>\n",
       "      <td>1802</td>\n",
       "      <td>1982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1983/84</td>\n",
       "      <td>993</td>\n",
       "      <td>4265</td>\n",
       "      <td>391</td>\n",
       "      <td>8905</td>\n",
       "      <td>141</td>\n",
       "      <td>1078</td>\n",
       "      <td>1983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1984/85</td>\n",
       "      <td>1182</td>\n",
       "      <td>5364</td>\n",
       "      <td>217</td>\n",
       "      <td>5813</td>\n",
       "      <td>343</td>\n",
       "      <td>4313</td>\n",
       "      <td>1984</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  water_year  rain_octsep  outflow_octsep  rain_decfeb  outflow_decfeb  \\\n",
       "0    1980/81         1182            5408          292            7248   \n",
       "1    1981/82         1098            5112          257            7316   \n",
       "2    1982/83         1156            5701          330            8567   \n",
       "3    1983/84          993            4265          391            8905   \n",
       "4    1984/85         1182            5364          217            5813   \n",
       "\n",
       "   rain_junaug  outflow_junaug  year  \n",
       "0          174            2212  1980  \n",
       "1          242            1936  1981  \n",
       "2          124            1802  1982  \n",
       "3          141            1078  1983  \n",
       "4          343            4313  1984  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def base_year(year):\n",
    "  base_year = year[:4]\n",
    "  base_year= pd.to_datetime(base_year).year\n",
    "  return base_year\n",
    "\n",
    "# apply 接受一个方法作为参数，然后对于给定的 Dataframe 或 Series 进行操作\n",
    "# 该方法会对给定数据集的所有数据逐个进行运算，然后返回一个新的 Dataframe 或 Series\n",
    "df['year'] = df.water_year.apply(base_year)\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>water_year</th>\n",
       "      <th>rain_octsep</th>\n",
       "      <th>outflow_octsep</th>\n",
       "      <th>rain_decfeb</th>\n",
       "      <th>outflow_decfeb</th>\n",
       "      <th>rain_junaug</th>\n",
       "      <th>outflow_junaug</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>1989/90</td>\n",
       "      <td>1210</td>\n",
       "      <td>5701</td>\n",
       "      <td>470</td>\n",
       "      <td>10520</td>\n",
       "      <td>343</td>\n",
       "      <td>4313</td>\n",
       "      <td>1989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>1999/00</td>\n",
       "      <td>1268</td>\n",
       "      <td>5824</td>\n",
       "      <td>484</td>\n",
       "      <td>11486</td>\n",
       "      <td>285</td>\n",
       "      <td>3206</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>2009/10</td>\n",
       "      <td>1387</td>\n",
       "      <td>6391</td>\n",
       "      <td>437</td>\n",
       "      <td>10926</td>\n",
       "      <td>357</td>\n",
       "      <td>5168</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>2012/13</td>\n",
       "      <td>1285</td>\n",
       "      <td>5500</td>\n",
       "      <td>350</td>\n",
       "      <td>9615</td>\n",
       "      <td>379</td>\n",
       "      <td>5261</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     water_year  rain_octsep  outflow_octsep  rain_decfeb  outflow_decfeb  \\\n",
       "year                                                                        \n",
       "1980    1989/90         1210            5701          470           10520   \n",
       "1990    1999/00         1268            5824          484           11486   \n",
       "2000    2009/10         1387            6391          437           10926   \n",
       "2010    2012/13         1285            5500          350            9615   \n",
       "\n",
       "      rain_junaug  outflow_junaug  year  \n",
       "year                                     \n",
       "1980          343            4313  1989  \n",
       "1990          285            3206  1999  \n",
       "2000          357            5168  2009  \n",
       "2010          379            5261  2012  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "group_by_object = df.groupby(df.year // 10 *10)\n",
    "group_by_object.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rain_octsep</th>\n",
       "      <th>outflow_octsep</th>\n",
       "      <th>rain_decfeb</th>\n",
       "      <th>outflow_decfeb</th>\n",
       "      <th>rain_junaug</th>\n",
       "      <th>outflow_junaug</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>1110.500000</td>\n",
       "      <td>5091.200000</td>\n",
       "      <td>320.8</td>\n",
       "      <td>7883.4</td>\n",
       "      <td>222.300000</td>\n",
       "      <td>2309.600000</td>\n",
       "      <td>1984.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990</th>\n",
       "      <td>1111.900000</td>\n",
       "      <td>4906.300000</td>\n",
       "      <td>338.6</td>\n",
       "      <td>8078.3</td>\n",
       "      <td>214.600000</td>\n",
       "      <td>2061.400000</td>\n",
       "      <td>1994.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>1160.500000</td>\n",
       "      <td>5030.800000</td>\n",
       "      <td>318.9</td>\n",
       "      <td>7812.1</td>\n",
       "      <td>263.500000</td>\n",
       "      <td>2685.900000</td>\n",
       "      <td>2004.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>1142.666667</td>\n",
       "      <td>5116.666667</td>\n",
       "      <td>318.0</td>\n",
       "      <td>7946.0</td>\n",
       "      <td>277.666667</td>\n",
       "      <td>3314.333333</td>\n",
       "      <td>2011.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      rain_octsep  outflow_octsep  rain_decfeb  outflow_decfeb  rain_junaug  \\\n",
       "year                                                                          \n",
       "1980  1110.500000     5091.200000        320.8          7883.4   222.300000   \n",
       "1990  1111.900000     4906.300000        338.6          8078.3   214.600000   \n",
       "2000  1160.500000     5030.800000        318.9          7812.1   263.500000   \n",
       "2010  1142.666667     5116.666667        318.0          7946.0   277.666667   \n",
       "\n",
       "      outflow_junaug    year  \n",
       "year                          \n",
       "1980     2309.600000  1984.5  \n",
       "1990     2061.400000  1994.5  \n",
       "2000     2685.900000  2004.5  \n",
       "2010     3314.333333  2011.0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "group_by_object.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('./data/uk_rain_2014/new_uk_rain.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Jupyer 的魔法函数（Magic Functions），用于在 Jupyter 中显示内嵌图像\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 如果绘制图表不清晰，可以设置高 dpi 来提高图表清晰度\n",
    "plt.rcParams['figure.dpi'] = 180"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.1 简单图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-10, 10, 50)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x, 2*x + 1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-3, 3, 50)\n",
    "\n",
    "# 定义一个大小为 8, 4 的 figure\n",
    "plt.figure(num=3, figsize=(8, 4),)\n",
    "\n",
    "# 绘制 (x, x**2) 的线条\n",
    "plt.plot(x, x**2)\n",
    "\n",
    "# 绘制 (x, y1) 的线条，自定义颜色，线条宽度和风格\n",
    "plt.plot(x, 2*x + 1, color='red', linewidth=1.0, linestyle='-.')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.2 子图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 2 * np.pi, 50)\n",
    "plt.subplot(2, 1, 1) #（行，列，活跃区）\n",
    "plt.plot(x, np.sin(x), 'r')\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.plot(x, np.cos(x), 'g')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.3 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(1000)\n",
    "plt.hist(x, 50)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.4 标题，标签和图例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8DH5ppNe3qod979Az3lWT/9X3PPqG1IyijOfvXdVQ9vbAcaHXTQ11r1IVf56ZxXzjpyHOufl4a6lX3SzYq5HiIiK+UpIuIiJJycw2abpUddmeeD2PVf60LnaSCX/mu3dDhcxsC7w1yVtK+MRd/9dQodAz/6Pj8YbOuQ+A/4Z2c4CnzSynkSp1YznHzKrXjw89R1416doAM2swUTezArxh6wCLgVlRhF5lUdjrWB8jrLteemPPo1eZFvraGW9t86rntP/0PDqR/97l0MjPvx5PUZP8/tXMOlDzTPuXzrlPGqn7eNjrq6N4z6iFeu6Xh3b1yKeIJC0l6SIikqxmmtlDoUSqQWa2Od7SbFXDgj+sZxbsZPM1NZOaHW1mg+oWCN2keJE6k5kl2H+AuaHXB5jZFfXE1RZ4GOgZx/cdjjdLOMDuwHtmtltjFcxskJm9jjf5Xrs6p/8V9vpxM9u2nvpbAhOouRa6OXxItpltZma3mFmvunXDynQIxV7ls8ZijsB71Kxjvx8167Y3lqRPp2bI/blhx9+uWzCUpM4P7RaY2bF1y4R645/Fm3AtIs65ZdQsybcfcAY1z/o/WV+dMM9Rs/zcSWZ2R2hYfr3MrL2ZjTCzojrHzzKz4xpbz97MTsCb4A5i/1mJiCSM7iKKiEiyageMBEaa2Td4icqnwC94s5hvgpfQHYM3zBa8Ye5jWjrQaDnnys3sfuCfeBOFvWtmj+AlK+vwJgs7BW9ZsvF4S8u1RFwVZjYSb430tsBVoZ7oicDPeM8pj8BbVusFas8AHsv7/mpmB+BNOpaPN8nXh2Y2HW+t8kVAGd4Ec73xZhFv8Plv59wzoQS0CO+56I/N7DG857cr8CaAG0nN0mKvA+PqNJOFl/Sea2Yz8Xqsv8ab5b0z3pJhfwF6hMpPo/YqA1Fzzq0OLe+2G7XXsW9wEkTn3B+h+PbCm8SuytsNVLkLuDP0+jkzK8GLOwD0x/v5dif637sn8B4daIO3SgF465aXNFjDi7/SzI7D+9n0AM7GW87tWbxEeiVewr8l3s/tALwJ9S6v09TOeI9OLA/dvJkFLMH7W7FpKLaqIfwOuCGKf5uISMtyzmnTpk2bNm1Jt+ElTpV4F9SRbLOBggba6hlW7rEGyrxdVSaC2CIu20gb2XjrbDf2b7oPb4m5pmJfFDq/KIL3bbIsXvK9qpG43sW7gVC1/3acfuZd8JLlYIQ/8x/xbspk1tNWJvBgBG08C7Svp/5WUfzuTQU2jNP34MY6bS8H2jRR57o6dX5vqA7eDOdPNvHveRHvxlfEP1+8xLnu78zUKP7dm+FN7BbJ93s9MKpO/UcjrLsKODkePytt2rRpS9SmnnQREUlKzrmDQ0PZD8brJeyPl2x3xks0AnjPEX8MTAZecd5s1ynBeT2gBwN/w5vVvD/e6IFleEOYH3bOvR563r6lY3shtPTbecDheD2cAbyh8E8CDznn1se+NPif3ncFMMbMrseb5OsAvF77jfCWhVsJfIc34uBl4L8N/cxDx/9mZg/jrT2/L14i2Abve/w+8KhzbmoD9ReHJjI7BG9CuO3xenM74d1EWII3G/tTzrn/xPyPr/E2NUuaAbzn/vxseV3vApeE7zdUxznn8J4bfxnvd28nvO/tz3gjVZ5wzj0DEM3P13mjACZRe4b+poa6h9f/ETjQzPYFTsL7P98D73GP1XiPQ3yB9/2ZHCofbjTeiI/98SbPy8f7vcnAG/0wB29UxkPOuQZn8RcRSQbm/a0WEREREREREb9p4jgRERERERGRJKEkXURERERERCRJKEkXERERERERSRJK0kVERERERESShJJ0ERERERERkSShJF1EREREREQkSShJFxEREREREUkSStJFREREREREkoSSdBEREREREZEkoSRdREREREREJEkoSRcRERERERFJEkrSRURERERERJKEknQRERERERGRJJHpdwCS+szM+R2DiIiIiIiI35xzFmsb6kkXERERERERSRLqSZe4cU4d6iIiIiIi0vqYxdyBXk096SIiIiIiIiJJQkm6iIiIiIiISJJQki4iIiIiIiKSJJSki4iIiIiIiCQJJekiIiIiIiIiSUJJuoiIiIiIiEiSUJIuIiIiIiIikiSUpIuIiIiIiIgkCSXpIiIiIiIiIklCSbqIiIiIiIhIklCSLiIiIiIiIpIklKSLiIiIiIiIJAkl6SIiIiIiIiJJQkm6iIiIiIiISJLI9DuAVGNmHYB9gV2AnUNftwydvso5NzYO77EJcAFwZKjttcCXwOPAw84510T93qH6BwObAQHgY+AB59zzscaXCsqCZSxYvoBAMEBOVg55XfPIzcr1OywREREREWmm1nKNb03ke1KHme0HvNXA6ZiTdDPbBXgN2DB0aBWQTc0NldeAo5xz5Q3UPxx4FugQOlQGdKJm1MSjwMimEv0oY3YAfv8uOeeYsWQG40rHMXH2RIIVwepzWRlZFPUvYnTBaAb1GISZ+RipiIiIiIhEIlWu8ave2zkXcxBK0qMUStIn4fVMV223A5sSY5JuZp2BOaG25gAnO+dKzawd8LfQ+7QF7nXOjamnfi/gC6Aj8D5wqnNunpl1As4HrggVvdA5d1Nz46znfX1P0gPBAMWTipkyb0qTZQvzCykZUkJOVk6DZVrLXToRERERkZYUzXV2vK/xE0lJuo/MLMM5V1Hn2CJgK2JP0q8BLsMb3t7PObewzvmLgeuBCmA759y8OuefAP4KLAP6OudW1Dl/P3AaXu96T+fc8ubGWqddX5P0QDDA4PGDKV1aGnGdgu4FTB02tdZ/4lS5SyciIiIikkqac50dr2v8lqIkPcnEMUlfjPcM+qPOuVPrOd8J+BFv+PrVzrkrw851BH4B2gNXOueurqd+T6Aq8T/VOfdoc2Ot065vSbpzjqMnHB3R3bW6CvMLmVw0GTNLqbt0IiIiIiKpojnX2Z3adYrLNX5LimeSrtndk4SZbUPNBHSv1FfGObcKmBbaPbjO6b3wEvTG6i8Cvm6gfkqasWRGs/7zAkyZN4WZS2dW36WLtJ0p86YwePxgAsFAs95XRERERKQ1aO519luL3or5Gj+VKUlPHv3DXs9upFzVue1irN8vwriS2rjScTHVv2fGPRRPKo5qGA1A6dJSiicV+z5Zngjr18PixfDLL7Bund/RiIiIiADeiNfmXmcPf3F4TO89bmZsOYLftARb8uge9npJI+WqzuWaWadQ73p4/eXOubUR1O/eSJmUUBYsY+LsiTG18dTsp1hfub5Zdavu0g3qMSimGERiss02sGBBzf6sWbDzzn8u98wz8PXX0LWrtx17LHTq1HJxioiISKsSy4jXH8p+iOm9J8yewJ2H3ZmyEz8rSU8e4Q84r2mkXPi5HLwl2sLrN1Y3/HzED1RXPXOebBYsX1Br0onmaG6CXmXczHF/StI1M7zExdq18PnnXtL9yScwbhy0bfvncn371k7SO3euv71nn4XnnqvZ//HH+pP0ykpoo0FWIiIiUr9Ir3VjHfEai2BFkIXLFzJg0wG+xRALJemSspLhmfCqu3Q57XI0M7zE12mnwZNP1uyfcQbsuOOfy+28M7z8cs1+1671t7e8zmIOXbrUX+7CC+H99+G447ytZ88oghYREZF0FO3s7PEY8RqrQLn/uUJzqbskeYT/FnVopFz4uUA9rxurG34+4t9a55w1tkXaTrwlw+zqwYogs3+azdETjma3h3dj/Gfj/9S7H6wI8vhnj7Pbw7tx9ISjk+LmgiSJefOgoXkN6g5Z//jj+svtuy8cf7w3fH2//RruSV+xouZ1dra31eWc1+P+4Ydw3nnQpw/8/ntT/woRERFJY4FgIOpr3XiMeI1VTjv/c4XmUpKePJaGve7RSLmqc2Vhz6OH1+9qZu1pWFX9pY2USQl5XfPIysjyOwxGThmpmeElcs7B22/DkUd6z5O/+Wb95XbZpfb+rFn1lzvgAC+xnjQJ3noLMjLqL/foo/C//3nPpj/wQP1lZs3yJqGrsvfesMEGjf5zREREJH01d3b2n1b9lODIGpedmU2vrr18jSEWStKTR/iM7P0bLFVz7qsY638ZYVxJKzcrl6H9h/odBnN+nRNVec0M38o9+yzsv3/NEPVbbqm/3I47wqhR3rPoH30EN98c2/tuvz0ceCCccAKcfHL9ZX7/HfLza/aPO67+cj/9BP36wWWXec/L63dZREQk7cQyO/v1065PUFSRGdpvaErPCaUkPXnMA74LvT60vgJm1hHYO7T7ep3T7wFVs7o3VH8roG8D9VPSmIIxMdVvl9EuTpFEJx3Wb5RmKiyEjTeu2X/tNW+CuLpyc+HBB2H0aNh1V+jQ1JMscXDwwTBnDnzxBYwdC0OG1F/uxRfhq6/guuu8YflHH5342ERERKRFxTI7+7vfvevbdTbAmIGx5Qh+U5KeJJzXrTo+tFtkZj3rKXYG0AmoAErq1F8NPB/aHW1m9T2YemHoawB4McaQk8KgHoMozC9sVt3C/EKK+hXFOaLIpfr6jdKEuhO1VWnfHv7xD+/1Bht4vdGbbdZycTXFDPr3hyuvhO4NrNT4/PO194v8+38kIiIiiRHr7Oxb5G4RU/3NczdvVr3C/EIGdh8Y03v7TUl6M5hZVzPbqGqj5vvYIfy4mXWqU2+smbnQ1rOepm8BluFN7vayme0SqtfOzEYD14TKPeCcm1dP/SuA1cBmwBQz2zpUv6OZXQGcHip3rXOugQwitZgZJUNKKOheEFW9gu4FlAwp8fUu24TZEygLlvn2/pIgX34Jp57qJd6zZ9dfZswYuPtu+O47uOaa2j3rya6iAv74o2Z/zz3hpJP8i0dERETiLh6zs3+38rumCzVi/DHjm32Nn+qrKSlJb55PgF/CtqrbROfXOX53NI0651YCRwK/AdsBpWZWhrcW+jigHd4w9f9roP5C4ES8tdD3BuaZ2QpgJXAVYMCjQIwPtyaXnKwcpg6bGnGPemF+IVOHTSUnKyemnvhYVa3fKGnkiSe8XuhHH4VgEG69tf5yG23kLanWsWPLxhcPGRnw7rvw/fdwxx1w111e73t93ntPz6uLiIikoHjMzr6uch37brVvs+oW5heyX8/9mn2Nn+qUpCcZ59wsoB9wOzAfaIvXO/4e8DfgMOdcg/9jnHP/BXYAHgQWAdnAcuB/wPHOuVNdGs5YlpOVw+SiyUwfNZ3hA4b/adb37MxsRuw4gumjpjO5aHL1f97m9sRvs+E2cYk7lddvlHocemjtpc1KSmBpyi+kUL/NN4ezz4addqr//LvverPD77OPN7mciIiIpIx4rUR0yd6XxNQb3txr/FRnaZivSQszMwck1WzlZcEyFi5fSKA8QE67HHp17dXoDI+BYIDiScURTY5RmF/IhXteyF6P7hVznJ/+/VMGbDrgT7EvWL6AQDBATlYOeV3zUnp2ylZn9Gi47z7IyoIRI+CKKxp+tjtdVVR4S8h99pm3b+Y9x37ssf7GJSIiIhFda3667FN2ur+BG/FR+PTvn5LXNS+q6+ySISUNJtvRXuO3pKoh9s65mMfaK0mXmCVjkt4czjlmLp3JuJnjmDB7Qq0hPtmZ2RT1L2J0wWgGdh9IoDxAt5u7xTQMqF1GO345/xdys3JxzjFjyQzGlY5j4uyJtdrNysiqfu9BPQal/DM2aWHFCujcuf5h3vPnw5NPesPZu3Vr8dCSwlNPQXFxzX737jB3LnTq1HAdERERSZhorzXLgmVsfPPGlFeUN/s9szOz+em8n6qvdSO9zk7Va10l6ZJU0iVJDxfJXbrhLw5n/GfjG2ghMmcMPINL9rqE018+PS53F6UFvPoqnHKK10M+erTf0SSn9eu95eMuu8xbe/2JJ+Cvf/U7KhERkVYp2hGjVdeasV7rDh8wnMeOeexPx5O5NzwWStIlqaRjkh6J6T9MZ7eHd4u5nbZt2rKucl3E5Qu6F6TNpBgpJRiE887zZmUHbym1jz+Gbbf1N65k9vvv8MgjcO659Y86WLoUVq+Grbdu+dhERERagUAwwODxgyldWhpxnaprza9++Sqma93po6YzqMegZtdPNfFM0jVxnEgzxWtm+GgSdIDSpaUUTypudTdFfJeZWfOMNcDatd4z5/o5NGyDDbwbGw0NWzv3XOjXD26+Wd9HERGROHPOUTypOKoEHWquNQd2H9jsa910WKvcT0rSRZqpuTPD77TpTpyy4ykxvfeUeVOYuXRmTG1IlDIyYPx4yA0Nx+rTB/7974YTUGnctGkwYQKsWwcXXADDh3ujFURERCQuZiyZEdEQ9/pMmTeF0h9Lm3Wtmy5rlftJSbpIDJqzRvs7I97hkaMf4ZDeh8T03uNmjoupvjRDz55wzz0wapS3rNiuu/odUeq69NLa+ytWQNu2voQiIiKSjsaVxnatOG7muGZd6+qxzNjpmXSJWWt9Jj1ctDNWlgXLYp4dPisji5/P/zktJtpIOq++Cgce6A1xl8RYuhROPhmmToX+/eGDDyBHH+giIiLxEO9rzdYwO3usNHGcJBUl6bVFMmNlPNeerLvOusRgxQr4xz+gpASuvfbPvb0SX+vWeTPAn3469OrldzQiIiJpI5HXmuk6O3us4pmkq5tIJM5ys3KbTJwDwUBc3itQHp92BPjxR9htN/juO29/7Fg4+GAYqElPEqZtW/jXvxo+v349tGnjbSIiIhKxRF5rRnKtK7HRlY+ID+L1nE5OOw0PjptNN4UBYR8469d7s46Lf845B44/Hlat8jsSERGRlKJrzdSmJF3EB3ld88jKyIqpjezMbHp11RDhuDGDhx6Cbt281xdcAE884XdUrdd993mT9L3wAuy5Jyxe7HdEIiIiKUPXmqlNSbqID3Kzchnaf2hMbQztN1TP/8Rbt27w5JPw5pveMOys2D7cpJk++QTOPLNm//PP4dZb/YtHREQkxeRm5XL8dsfH1IauNf2jJF3EJ2MKxsRU/9A+h/7pWFmwjE+Xfcq0xdP4dNmnlAXLYnqPtFVZ2fC5gw6C/fdvuVjkz3bYAc49t2Z/t93gppv8i0dERCTJRHLNt2uP2JaKHTMwtmtVaT7N7i4x0+zuzeOc4+gJRzNl3pRm1e+c1ZmXTnqJvbfcmxlLZjCudBwTZ0+stSRGVkZW9ZIYg3oMarVLYtQSDEJRkZeIn3WW39FIY5580pvAb9o02Gwzv6MRERHxlXMuqms+5xz9x/Xnq1+/ivq9CvMLmVw0WdeOUdASbJJUlKQ3XyAYYPD4wZQuLW1W/bZt2rLDJjsw68dZTZYtzC+kZEhJ3CYSSUmrV8Mxx8Abb3j7jz4KI0b4GZE0pbwc2rXzOwoRERFfBYIBiicVR9S5E37NV/ZHGVvfvTU/r/454vcq6F7A1GFTW/c1YzPEM0nXcHcRH+Vk5TB12FQK8wsjKr9rj13pkNmhen9d5bqIEnSAKfOmMHj84LgtyZGSzjuvJkEHGDkSZszwLx5pWkMJunNwySUwb17LxiMiItLCqjp1Ih19GX7Nl5udy7x/zIv4WrMwv1AJehJQki7is5ysHCYXTWb6qOkMHzD8TzNxZmdmM2LHEUwfNZ0PR37ItFOn0a1Dt2a9V+nSUoonFbfeUQ/XXgv9+tXsn3EGFBT4F48037/+BTfc4D2v/vHHfkcjIiKSEM45iicVRz3qMvyar3N254ivNScXTVaCngQ03F1ipuHu8VUWLGPh8oUEygPktMuhV9def5pZ84WvX2DIM0Oa/R7TR01nUI9BsYaamn78EfbaC046Ca65xltuTVLLSy95jy1U/c3ZcEPvufW+fX0NS0REJN6m/zCd3R7erfn167nmi+RaU6IXz+HumTFHIyJxlZuVy4BNBzRa5sW5L8b0HuNmjmu9Sfpmm3k9r507+x2JNJdz0KGDN8cAwJZbwkYb+RuTiIhIAowrHRdb/Xqu+SK51hR/qSddYqae9JZVFiyj283das3oGa2sjCx+Pv/n9L5rumIFdOnidxSSKO+/DwcfDDvuCC+/rJ+1iIikHV3zpRZNHCfSii1YviCmP9YAwYogC5cvjFNESWjmTOjTBx57zO9IJFH23BPefBNef10JuoiIpCVd87VeStJFUky8ZmcPlKfpLO/vvAMHHAC//ebN3v7cc35HJImy227QsaPfUYiIiCSErvlaLyXpIikmXjNu5rRLw5k7nYPzz4dA6MOoshJOOw1WrvQ3Lml5//1vzTPrIiIiKUjXfK2XknSRFJPXNe9PS2dEKzszm15de8UpoiRiBpMnQ+/e3n6XLt7zypokrnW57z448khvBvg//vA7GhERkWbRNV/rpSRdJMXkZuUytP/QmNoY2m9o+k4gstlm8MYbsPPO8NZbsPvufkckLenmm2H0aG9UxRtvQFERrFvnd1QiIiJR0zVf66UkXSQFjSkYE1v9gbHVT3o9e0JpqTfzt7QudR9tmDMHfv/dn1hERERipGu+1klJukgKGtRjEIX5hc2qu+MmOzKw+8A4R+STxpb9s5hXv5BUdM01cOaZ3usdd4R334VNNvE1JBERkeYa1GMQPbv0bFbdwvzC9Lnma2WUpIukIDOjZEgJBd0Loq77+U+f89/5/01AVC0sEPBmcX/7bb8jkWRiBnfcATfe6D3u0K2b3xGJiIg0m5nx2d8/Y9NOm0ZVr6B7ASVDSqrX7pbUYq6xniiRCJiZA9DvUssLBAMUTypmyrwpUdVrn9met4a/xa6b75qgyBJs/Xo4+mhvBu+2beHBB2H4cL+jEhEREUmIQDDAno/syRc/f9Fk2cL8QkqGlMRtdniJTNUNEedczHdG1JMuksJysnKYXDSZ6aOmM3zA8D/NAJqdmc2IHUfwn5P+w5a5W1YfX7t+LUc8dQRzf53b0iHHx4UXegk6eJOCjRgBn37qZ0SSShYu9DsCERGRqORk5fDZ6Z81ec03fdR0JhdNVoKe4tSTLjFTT3ryKAuWsXD5QgLlAXLa5dCra6/qGT3n/jqXPR/Zk9/W/lZdfqvOW/HByA/ontO9uv6C5QsIBAPkZOWQ1zUvOWcE/eQTb4mtpUu9/csvh6uv9jcmSQ0lJd5Nnfvug5Ej/Y5GRERaqYauudZVrGNV+Sq6tu/aZP2GrvnEH/HsSVeSLjFTkp46pv8wncHjB7Nm3ZrqY9t3257bD7md8Z+PZ+LsiQQrgtXnsjKyKOpfxOiC0QzqMSi5nmv64QcoLIS+fb3EK5lik+R0//01y7OZwdNPw9DYlrYRERGJlHOOGUtmMK50XIPXXL+s/oUFyxfw+smvs0XnLXyMVqKlJF2SipL01PLyvJc5esLRVLiKqOol5fNNgYD3THp2tt+RSLILBmHgQPgi7Fm+rbeG2bOhXTv/4hIRkVYh2nmENuu0Ga+f/Dr9u/VPcGQSL3omXUSa7Yj8I3iw8MGo602ZN4XB4wcTCAYSEFUz5eQoQZfIZGXBa69Bnz7e/jbbwNSpStBFRCThAsEAg8cPjmqi3x9X/cjdM+5OYFSSzJSki7RCI3YcwbYbbRt1vdKlpRRPKm7ZUROBQO3eT5Hm2mwzeOMN7zGJd9+FzTf3OyIREUlzzjmKJxVTurQ06ro/lP2gkaqtlJJ0kVZoxpIZzPl1TrPqTpk3hZlLZ8Y5ogasXw9FRbD77vDyyy3znpLettoKXnpJ66eLiEiLmLFkRtRL5VZ5ef7LLXfNJUlFSbpIKzSudFxs9WfGVj9i//d/3lJrq1fDUUfBXXe1zPuKiIiIxEHKXHNJUlGSLtLKlAXLmDh7YkxtTJg9gbJgWZwiasAPP8CTT9bsV1bCL78k9j2ldZsxA956y+8oREQkTaTMNZckHSXpIq3MguULai350RzBiiALly+MU0QN2Hxz+PBDyMvz9k86Ca66KrHvKa3Xgw/C3nvDCSfA4sV+RyMiImkgZa65JOkoSRdpZeI1O3ugvAVmed92W/joIzjzTHjkEa2FLolx+eVw2mlQXg6//QZDhsDatX5HJSIiKS6lrrkkqShJF2ll4rXOeU67FlovfeON4c47tdSaJM6xx9b+/frhB1iwwL94REQkLaTcNZckDSXpIq1MXtc8sjKyYmojOzObXl17xSkiEZ/tvDPce6/3erfdYNYs6NfP35hERCTl6ZpLmktJukgrk5uVy9D+Q2NqY2i/oeRm5cYpIsA5GDkSPvggfm2KRGPECHj6aXj7ba2fLiIicZGU11ySEpSkN5OZ5ZjZWDP7wsxWmdlKM5tpZueaWbtmtNfTzFwU26P1tPFYhHUz4/NdkFQ1pmBMbPUHxlb/T+66y3vmfPBgmBjbLKgizVZUBFmx9XiIiIiES7prLkkJStKbwcy2Aj4HrgT6AwZkAQXALcBHZtY1ymYrgJ+a2FaGlZ/ZSFt/NNGOizI2STODegyiML+wWXUL8wsZ2H1g/IL55BM4/3zvdTDoJUpaBktERETSQFJdc0nKUJIepVAv9BSgJ/AjcJBzriPQASgCAsBOwJMNtVEf59z3zrlNG9uAJ0LF1wJPNdLcxCbaqojuXy3pxswoGVJCQfeCqOsW9SvC4jnL+o8/Qvv2Nfv77Qf77BO/9kVi9frrcPXVfkchIiIpqLnXXAXdCygZUhLfay5JGUrSozcc2D70+jjn3BsAzrlK59xE4O+hc4eb2QHxelMzywaKQ7vPO+dWxKttaZ1ysnKYOmxq1Hd3x/x3DN/+/m38Ajn8cPj0U2/Crg03hCefhIyM+LUv0lyVlXD99XDooXDllfDMM35HJCIiKeSP9X/wz9f+SbAiGNU1V2F+IVOHTY3b7PCSepSkR2946OtbzrkP6zk/AVgYej0sju87BKgaQv9QHNuVViwnK4fJRZOZPmo6wwcM/9MMpNmZ2fx1+7/Ss3PP6mMrgys58bkT+WP9H/ELpGdPePddeOcd6NEjfu2KxOLOO+HSS72JDQFOPRW+/NLfmEREJGWc+9q53P7R7ex0/0588fMXTV5zjdhxBNNHTWdy0WQl6K2cOafHkyNlZh3whrO3AS5wzt3cQLlxwGhgmXNuszi995vAYGC+cy6/gTKP4d1EeNw5NyIe7xthbA5Av0upryxYxsLlCwmUB8hpl0Ovrr3Izcrlq1++YuCDA1mzbk112TEFY7jniHt8jFYkwVat8kZ4VCXmPXvCiy/CgAF+RiUiIilg4uyJFD1fVL2f2SaTz0//nL4b9wUavuaS1FX1aIJzLuZnFJSkR8HMdgFKQ7uHO+deaaDcGKAqe9nQOfd7jO+bB3yDN0HdRc65fzVQ7jG8JP0HvOfWtwTKgcXAm8A9zrn5scTSwPsqSW8FnvjsCYa9WHtwyNPHPU1R/6IGaoikgfnzoaAAdt8dSkq8RzJEREQaMe+3eezywC6sKl9VfWzkTiN56CgNhk1n8UzSNdw9Ot3DXi9ppFz4ue4NlorcqXgJ+nrg8QjKbw7kAWvwJrTrD5wNzDaz0dG+eVNLukXbnqSmkweczMidRtY69rcpf2Pur3MB747wp8s+ZdriaXy67FPKgmX1N3TbbfDRR4kOVyQ+tt4aPvwQXn5ZCbqIiNRS37XP2nVrOf6Z42sl6DtssgN3HXaXj5FKqlFPehTM7C9ASWh3a+fcNw2UOwh4PbS7RwPPrkf6nhl4PeE9gMnOuWMaKXsW3lJu/wF+cM5VhIboHwrcBPQOFT3eOfd8FDFE9Eui36X0t3bdWnZ7eDc+/+nz6mO9u/Zmt81347mvniNYEaw+npWRRVH/IkYXjGZQj0He3cXXX4dDDoHMTLjmGrjgAmije4UiIiKSGpxzzFgyg3Gl45g4e+Kfrn227Lwl83+vGbjaqV0nZp02i/wN631aVdKIhrv7xKck/Qi8pBug0Dn3n8bKN9LOhnhrq/fCS/p7uTj98DXcvXWpbwhXUwrzCynZ63ZyBu4JP/1Uc+KGG+CiixIQpYiIiEh8BYIBiicVM2XelIjrTDhuAkP7D01gVJIsNNzdP4Gw1x0aKRd+LtBgqciMCn1dAtT7DHwknHO/AdeHdrfCW8tdJGr5G+Zz16HRDdmaMm8Kg58vJNAu7EZOr14wOuqnL0SSx6uvwl/+4i3VJiIiaS0QDDB4/OCoEvSNO2zM4VsfnsCoJF0pSY/O0rDXja0TFX5uaYOlmmBmmwBHhnYfc85VNLetkPAe/bwY25JWyjnHpDmToq5XuvJriq/eEXdoaLj7009D584JiFAkwVatgtNPh8MO836P77zT74hERCSBnHMUTyqmdGlp04XD/LLmF4onFWu0qURNSXp0vgaqukz6N1Ku6tyyGGd2HwZkAg54JIZ2ROJmxpIZUd1FDjdl8evMfGAsfPAB7LprfAMTaSkTJ8L999fsX3wxzJnjXzwiIpJQMV37zJvCzKUz4xyRpDsl6VFwzq0B3g/tHlpfGfMeRjgktPt6fWWiUDWV9lvOuQUxtgWwW9jrhXFoT1qhcaXjYqs/6z4YODBO0Yj44JRTYPDgmv0ePWD1av/iERGRhIr52mdmbPWl9VGSHr2qJdD2N7P6ugJPoGYo+fjmvomZ7QVsE9ptclFFq5qpoOHzGwCXhHa/Bz5pbmzSepUFy5g4e2JMbUyYPaHh5dlEUkGbNvDII97jGmPGwGefwS67+B2ViIgkgK59xA9K0qP3OPAF3rrlz5vZAQBm1sbMTgAeDJV7xTn3ZnhFMxsbtr54zybep2rCuN+BSB4A/quZTTKz48ysW9h7tjezY/CeR6+6eXC+c04zHUnUFixfUGupkeYIVgRZuFwDOSTFbbUVzJsH99wDHTv6HY2IiCSIrn3ED5l+B5BqnHPrzewo4C2gJ/CGma3Bu+GRHSr2CVDc3Pcws1y8HnmAJ51zkfxlyACODW2Y2WrgD6BL6BxAEPincy6224HSagWCsS5WEGqnPD7tiPiqW7emy4iISErTtY/4QUl6MzjnFpnZDsB5wBC8tcfXAV8CTwN3OefKY3iLImqWcWtyqHvIW8ClwO5AX2BDoDNQBnwDTAXud87pNp40W05WTnzaaRefdkREREQSSdc+4gfTkgASKzNzgJaXaAXKgmV0u7lbTMO+sjOz+em8n8jNyo1jZCJJZOJE2HJL2H13vyMREZEY6dpHIlU1RZhzrtG5wiKhZ9JFJGK5WbkM7T80pjaG9huqDylJT7/9BkVF3jZsmGZ8FxFJA7r2ET8oSReRqIwpGBNb/YGx1RdJSs7BIYd4vegA33wDF17ob0wiIhIXuvaRlqYkXUSiMqjHIArzC5tVtzC/kIHdtUa6pCEzuPrq2sfefx/WrvUnHhERiZtBPQZxxNZHNKuurn2kOZSki0hUzIySISUUdC+Iql5OuxyeOPaJ6ud1RNLO4YfD3/7mraN+ySUwfTq0b+93VCIiEiMzo//G/aOuV9C9gJIhJbr2kahp4jiJmSaOa50CwQDFk4qZMm9KxHXuOfweDfmS9BYIwNdfw6BBfkciIiJx8umyTxn44EDWV66PuE5hfiElQ0riNju8JL94ThynJF1ipiS99XLOMXP0UYz76T9MGJBB0Cqqz2VnZjNgkwFMXzK9+ljHth35YvQX9Oray49wRURERKKyrmIdAx8cyGc/fVZ9bP+e+7Nl5y2ZMHtCrVnfszOzKepfxOiC0QzsPlA96K2MknRJKkrSW7E33oCDDgKgLAsWbr0xgWefJKfLJvTq2otO7Tqx32P7Me27adVVivoX8fRxT/sVsYiIiEjErn7naq58+8rq/Q3bb8iXY75kk06bUBYsY+HyhQTKA+S0y6FX116axb0VU5IuSUVJeit24IHw5ps1++ecA7ffXqvIN79/ww737sDa9WsZNmAYtx9yOxu036Bl4xTxm3Pw2mveDPDqWRERSQmf//Q5BQ8UsK5yXfWxp4Y8xUnbn+RjVJKslKRLUlGS3oqtXg2XXw533AFbbgmzZ0OnTn8q9ugnj9KtYzeOyG/ezKgiKW3JEhg50kvSn3wSiov9jkhERJqwrmIduz28Gx//+HH1sWO2PYZJJ07SMHapl5J0SSpK0oXp06G8HPbe2+9IRJLLZ5/BfvvBihXefpcu3s2sHj18DEpERJpy/bTruXTqpdX7XbO78tUZX7Fpp019jEqSWTyTdC3BJiKx23VXJegi9enbF3qFTZS4YgX8+9++hSMiIk2b/fNsxr49ttaxOw+7Uwm6tBgl6SLim3UV6/h97e9+hyGSOO3awfjx3td27eCmm+CGG/yOSkREGlDpKjl18qm1nkMvzC+keHs9qiQtR8PdJWYa7t6KrFkDHTrEpanPln3GKZNPYdNOm/LyX14mUB5gwfIFBIIBcrJyyOuapxlSJX2UlMCAAdC/v9+RiIhISFmwrN5rj1e/eZW/TfkbP5T9QJfsLnw55ku653T3O1xJcnomXZKKkvRWorIS9t0XuneHO++ETTZpdlM3TLuBK96+gvWV6wHYY4s9mLV0Vq21RrMysqrXGh3UY5AmaREREZGYOeeYsWQG40rHMXH2xAavPbbZcBsueOMC9txiT4bvONzHiCVVKEmXpKIkvZW4914YM8Z73bUr3HMPnNS8JUj+9d6/uOjNiyIuX5hfSMmQEnKycpr1fiIiIiKBYIDiScVMmTelybK69pBoaeI4EWlZP/wAF15Ys798ec1s1c1w2i6n0aFt5MPmp8ybwuDxgwkEA81+T5Gk5BwEg02XExGRmASCAQaPHxxRgg669hB/KUkXkaZttBGcdRZkZnr7e+8Nf/97s5pyzjH8xeGsWbcmqnqlS0spnlSsERuSPubPh0MOgTPO8DsSEZG05pyjeFIxpUtLo6qnaw/xi4a7S8w03L0V+fxz+Mc/4MEHYZttmtXE9B+ms9vDuzU7hOmjpjOox6Bm1xdJCtdcA9ddV9OL/v77sMce/sYkIpKmdO0hLUHD3UXEHzvsAO++2+wEHWBc6biYQhg3M7b6Iknhl19qD3MfPRrWr/cvHhGRNKZrD0k1StJFpMWUBcuYOHtiTG1MmD2BsmBZnCIS8ck118Cmm3qvO3aEYcP8jUdEJE3p2kNSkZJ0EWkxC5YvqLXUSXMEK4IsXL4wThGJ+KRzZ7j9djjuOJgzB849t2bOBxERiRtde0gqUpIuIn+2ahWMGgXffx/XZuM1Q2qgXDOtShooKoLnnoPNN/c7EhGRtKVrD0lFStJF5M8uuwwefhi2285bD72yMi7Nxmut0Zx2WrNUREREmqZrD0lFStJFpLaPPoI77/Rer1rlzeY+Y0Zcms7rmkdWRlZMbWRnZtOra6+4xCMiIiLpTdcekoqUpItIbXPmQLt2Nfunngq7NX/ZknC5WbkM7T80pjaG9htKblZuXOIRSUpz5sCTT/odhYhIWtC1h6QiJekiUtuIEd566Pvs480+fcstcW1+TMGY2OoPjK2+SNJaswYuvdRb6nDkSJg/3++IRETSgq49JNUoSReRP8vPh7fegvffh65d49r0oB6DKMwvbFbdwvxCBnYfGNd4RJLGeefB9dfDunVQXg5nnAHO+R2ViEjK07WHpBpzugCQGJmZA9DvkkQqEAwwePxgSpeWRlynoHsBU4dNjdsEMCJJ5/vvoW9fWL3a28/NhY8/ht69/Y1LRCQN/LL6F7a4fYuolmPTtYdEw8wAcM5ZrG2pJ11EWlxOVg5Th02N+K52YX4h9xx2D53adUpwZCI+2mILuOoq7/VJJ3nPpitBFxGJi/GfjY8qQS/ML1SCLr5Rki7S2q1bB8uWtfjb5mTlMLloMtNHTWf4gOF/mnk1OzObETuO4LW/vka3Dt3Y7eHdeParZ1s8TpEWddZZ8M478NRTsNlmfkcjIpI2Rg8czeX7XE67Nt7kuAfmHdjgtcf0UdOZXDRZCbr4RsPdJWYa7p7ibr8drrwSLr8czj679szuLagsWMbC5QsJlAfIaZdDr669WLRiEfs9th/L/1gOQI+cHsz5xxz1qIuIiEizfPv7tzz71bNctNdF9V57aBZ3aa54DndXki4xU5Kewn76yZskrqzM28/Ph2nToFs3f+MKWV+5np3u34nZP8+uPnbhnhdy44E3+hiViIiIiEhteiZdROLjsstqEnSALbeEjTf2L546Mttkcs/h99Q6dtuHtzH317k+RSTio1Wr/I5AREREWoCSdJHW7J//hIMP9l5nZMC//w0W882/uNpnq334y/Z/qd5fV7mOM185UyM3pPVYtQrOP9+bRO6XX/yORkQkZehaQVKVknSR1qxvX3j1VZg82Vufebvt/I6oXjcfdHOt59D/t+B/TPp6ko8RibSQt97y/p/ecgv8/DNceKHfEYmIpITFKxazw3078J95//E7FJGo6Zl0iZmeSZeWcOsHt3Le/86r3t8idwu+PuNrOrbr6GNUIgn22Wew885QWVlzbNo02Gsv/2ISEUkBQyYO4YU5LwBwZP6R3HP4PWzZeUufo5J0pmfSRaTVOWvXs9hu45qe/u/Lvue6adf5GJFICxgwwFuWrcrJJ8PWW/sXj4hICnjtm9eqE3SANxa8QUVlhY8RiURHSbqIpIS2GW25+7C7ax275YNbmPfbPJ8iEmkhV18NBx7oDX0fPx422cTviEREklZwfZAzXzmz1rGL9ryIXl17+RSRSPQ03F1ipuHuKWTuXJgyxeuZ82k99Fid9PxJTJg9oXr/kN6HMPH4iSxcsZBAMEBOVg55XfO0zqmIiEgrUBYsY8HyBdXXAC98/QJXv3t19fleXXrx5Zgvad+2vY9RSmugddIlqShJTxHOweGHexPFbbMN3HEHHHqo31FFbUnZEra9Z1tWldcsR9W2TVvWVa6r3s/KyKKofxGjC0YzqMeg6j+aIiIikvqcc8xYMoNxpeOYOHsiwYpgg2VfKnqJwm0KWzA6aa2UpEtSUZKeIv7zHygM+5Dq2BEWL4YNN/Qvpma65p1ruOLtKyIqW5hfSMmQEnKychIclYiIiCRaIBigeFIxU+ZNabJst47d+ObMb3QNIC1CE8eJSPT+U2cJkssvT8kEPRAMMHnu5IjLT5k3hcHjBxMIBhIYlYgPVq+G++/3RsmIiLQCgWCAweMHR5SgA/y8+mddA0hKUpIu0lrcey+8+CLk5UGfPnDOOX5HFDXnHMWTipn146yo6pUuLaV4UrFGe0h6qKyExx6D/Hw4/XR45hm/IxIRSbiqa4DSpaVR1dM1gKQiJenNZGY5ZjbWzL4ws1VmttLMZprZuWbWrBm5Qu25CLY+TbSzs5k9aWY/mFnQzH40sxfMbHDz/rWSFszg6KPhyy+9XvWsLL8jitqMJTMivnte15R5U5i5dGacIxLxwTPPwCmnwNKl3v6FF8Iff/gbk4hIgukaQFoTJenNYGZbAZ8DVwL9AQOygALgFuAjM+saw1usA35qZFvfSGyjgOlAMdADWAtsAhwDvGlmY2OIS9JBdrY3cVwKGlc6Lrb6M2OrL5IUjj8e+vWr2V+8+M+Ps4iIpBldA0hroiQ9SmaWCUwBegI/Agc55zoCHYAiIADsBDwZw9t84JzbtJFtUQOx7Q7cB2QCLwJbOOe6ABsD94eKXWlmJ8YQm4gvyoJlTJw9MaY2JsyeQFmwLE4RifgkMxNuu817vfPO8PbbXuIuIpKmdA0grY2S9OgNB7YPvT7OOfcGgHOu0jk3Efh76NzhZnZAC8d2E5ABfAGc6Jz7IRTbb86504HXQuX+ZWYZLRybtLSKCigv9zuKuFmwfEGjS6xEIlgRZOHyhXGKSMRHBx/sLac4cybsu6/f0YiIJJSuAaS1UZIeveGhr2855z6s5/wEoOovwLCWCQnMLA/YK7R7i3NuXT3Fbgh97Qns0xJxiY8efRR22MG7kE8D8ZqZNVCuGV4lTRxyCLTRx7iIpD9dA0hro0/3KJhZB2DP0O4r9ZVx3tSRVVnRwS0RV8hBYa8bysrewxuODy0bm7S0FSvg4oth7lw47DA46ihYudLvqGISrzVOc9pprVQREZFUomsAaW2UpEenLzXfs9mNlKs6t6mZbdCM9+lnZrPNbE1o5vi5Zvagme3USJ3+oa8/O+d+rq+Ac64CmFP1Hs2IS1LF2LHw6681+z//DDmp/cGU1zWPrIzYZqTPzsymV9decYpIREREWoKuAaS1UZIene5hr5c0Ui78XPcGSzVsI7wbAmvxZo3PB0YBs8zs2iZiayyu8PMRx9XUknCRtiMtaPBg6BX2QXTXXSk/LDY3K5eh/YfG1MbQfkPJzcqNU0QiScY5mDABjjgC1je4CIiISMrRNYC0Nql91d7ywrsi1zRSLvxcNN2X84ELgG2AbOfchkBH4BBgFt5Sb5ea2bmNxNZYXOHnU7tbVRp31FHw1Vdw7bXwj3/AwIF+RxQXYwrGxFZ/YGz1RZLWzJmwxx5w0knw3//CQw/5HZGISFzpGkBaEyXpScQ5V+Kcu9k5N69q4jfnXLlz7nW8SeFmhoqONbPOLRiXNba1VBwSpexsuPRSrxc9TQzqMYjC/MJm1S3ML2Rg9/S4WSHyJwsXwkcf1exfcUXKz0MhIhJO1wDSmihJj074lJAdGikXfi4u00g65/4ALgntdgLqLu9W9T6NxRV+XtNbSsoxM0qGlFDQvSCqenld8ygZUoKZ7ilJmjrhBNh995r9TTaBpUv9i0dEJM7MjBsOuAEjus/ygu4FugaQlKMkPTrhVzw9GikXfi6eV0nhS77l1TlX9T6NxRV+XldvkpJysnKYOmxqVHfTK10l7TLaJTAqEZ+Zwe23e8n5Aw/Ap59C375+RyUiElc3vHcDjsinQyrML2TqsKlxmx1epKUoSY/O10Bl6HX/RspVnVvmnPs9sSFVq5pRvpuZbVxfATPLALYN7X7ZIlFJy1i1Ct5/3+8oWkxOVg6TiyYzfdR0hg8Y/qcZX7Mzs+mcVfNEyKIVixg3c1xLhynSsnbdFRYvhr/9DTIy/I5GRCSuSpeWUvJFSfV+2zZtOa7vcfVeA4zYcQTTR01nctFkJeiSksxb1lsiZWbvAnsDU51zdYecY95Ymm/werrHO+eGx/G9DwDeCO0e75x7PuxcHvBtaHeYc+6JeurvA7wT2h3snHsrTnE5AP0u+eiqq7xl144+Gm64odX1oJUFy1i4fCGB8gA57XLo1bUX0xZP48inj6wu0zW7K9+e9S1d23f1MVIRERGJlnOO/R/fn3cWv1N97Pw9zuemg26q9xpAs7iLH6oeqYjHnF1K0qNkZiOBhwAH7O6cm17n/InAxNDugc65NyNs11wjPwwzy8JLsHcFVgObO+dW1CkzDW+Cuc+AgVWTz4Wd/y9wGLAY6B1aNz1mStJ9tmwZ9OkDq1d7+xkZMHcu9O7tb1w+c85x4BMHMnXh1OpjF+55ITceeKOPUYmIiEi0psydwlETjqre36D9Bnx71rd0ye7iX1AidcQzSddw9+g9DnyBtxza86HebcysjZmdADwYKvdK3QTdzMaGrS/es067+5jZG2Z2spltHlanbeg9puEl6ABX103QQy4EKoABwAQz6xFqYwMzG4eXoANcEK8EXZLArbfWJOgARx7Z6hN08P5Q3nzQzQBktsnk7F3P5vw9zvc5KhEfOKdJ5EQkZa2vXM8Fb1xQ69gV+1yhBF3SmnrSmyGUYL8F9AwdWoN3wyM7tP8JcIBzbnmdemOBK0O7vZxzi8LO7Rdqs8pavB7zzkDb0LFK4Ebn3KWNxDYKuBfIDB1aEWqj6o7OVc65sY3/C6OjnnSfBQJw221w882wdi3Mnt3qhrs35p4Z93BIn0Pos0Efv0MRaXmzZsE//wmLFsGcOdC+vd8RiYhE5b7S+xj98ujq/d5de/PVGV9pQlhJOhrungTMLAc4DxgC9MJLoOcBTwN3OefK66kzloaT9A2BEcDuwPbARkAu3g2AhXg96Q84576IILadgXOBfYGNgeV4M8Pf5Zyb2ljd5lCSniR++gmmToWTTvI7EhFJBldfDVdeWbN/ww1w0UX+xSMiEqWyYBlb37U1P6/+ufrYcyc8x3HbHedjVCL1U5IuSUVJuohIEvrf/+Dgg2v2c3Jg/nxvmTYRkRRw2dTLuG7addX7e2yxB++d8p7WPJekpGfSRUREpHEHHQSHH+693nBDuP562GADf2MSEYnQD2U/cNuHt9U6dstBtyhBl1ZBSbqItDrvLn6XoueKWFexrunCIqns5pvh3HO9HvR//APatm26johIElgaWEr3nO7V+8dvdzy7b7G7jxGJtBwNd5eYabh7C1u/Hi65BM44A7bayu9oUsq83+Zxwf8uYPLcyQDcddhd/GPQP3yOSkREROpTXlHOfaX3ccN7NzDtlGmaBFaSmp5Jl6SiJL2FPfggnHYatGsHZ57pJewawhqRF75+gSHPDKne36jDRnxz5jd0zu7sY1QiIiLSmPKKcs3mLklPSbokFSXpLWj1ath6a/jxx5pjzzwDJ5zgX0wpxDnHPo/tw3vfvVd97KI9L+LivS9mwfIFBIIBcrJyyOuaR25Wro+RioiItA5lwTJ9BktaUJIuSUVJegt64w044ggoD63wN2gQfPQRaBKViE3/YTq7Pbxb9X4ba0PbNm0JVgSrj2VlZFHUv4jRBaMZ1GOQJqmR9DNnDixdCoMH+x2JiLRCzjlmLJnBuNJxTJw9UZ/BkhaUpEtSUZLewhYvhssvhyefhLfegn339TuilHPcxOOYNGdSRGUL8wspGVJCTlZOgqMSaQHffQdXXQWPPQY9esC8eZCd7XdUItKKBIIBiicVM2XelCbL6jNYUomSdEkqStJ98u230Lu331GknEAwwJ6P7MkXP38RcZ2C7gVMHTZVFwmS+vbcEz74oGb/9tvhnHN8C0dEWpdAMMDg8YMpXVoacR19Bkuq0DrpIqIEvRmccxRPKo4qQQcoXVpK8aRi3YiS1HfFFbX377gDKip8CUVEWpeqz+BoEnTQZ7C0TkrSRaTVmLFkRkTD6+ozZd4UZi6dGeeIRFrYwQd7j8i0beutm/7RR5CR4XdUItIK6DNYJHJK0kWSne4cx8240nGx1Z8ZW30R35nBvffC3Llw112w6aZ+RyQirYQ+g0Uip2fSJWZ6Jj2BnIPCQthlFzjvPMjR81jNVRYso9vN3WrNIButrIwsfj7/Zy0NIyIiEgV9BktroGfSRVqL//4XXn4Zrr4a+vSB8eP9jihlLVi+IKaLA4BgRZCFyxfGKSIREZHWQZ/BItFRki6SrCoq4KKLavZ//hmWL/cvnhQXCAbi0055fNoRERFpLfQZLBIdJekiyWrlSq/3vErPnnD66b6Fk+ritXRLTjs9ciBp6Lff4PzzYc4cvyMRkTSkz2CR6ChJF0lWG2wAL7wA770Hu+8O110HWVl+R5Wy8rrmkZUR2/cvOzObXl17xSkikSSwejVcey3k5cEtt8Dll/sdkYikIX0Gi0RHSbpIsttzT3j/fTjpJL8jSWm5WbkM7T80pjaG9huqCWskvaxaBTfeCGVl3v5zz0FpdGsYi4g0RZ/BItFRki6SCsy8TWIypmBMbPUHxlZfJOlssgmcc07Nvhm89ZZv4YhI+tJnsEjklKSLSKsxqMcgCvMLm1W3ML+Qgd0HxjkikSRw3nnQtSsccQR88on3bLqISJzpM1gkclonXWKmddLjaOVK6NAB2rb1O5K0FQgGGDx+MKVLIx/SW9C9gKnDpsZt4huRpLNsGWy6qd9RiEia02ewpDOtky6Srs47D7bdFp54wluCTeIuJyuHqcOmRnw33zAePuphXRxIelOCLiItINrP4ML8QiXo0iqpJ11ipp70OPnmGy9Br0rOBwzwJnDKzPQ3rjTlnGPm0pmMmzmOCbMnEKwIVp/LsAwqXM1NkmEDhvH4MY/7EaaIiEjaaewzODszm6L+RYwuGM3A7gOreydFkl08e9KVpEvMlKTHyV//CiUlNftnnAF33+1fPK1IWbCMhcsXEigPkNMuh7Zt2rLzAztXXzQYxhejv6Bft34+RyrSwpzTpJUiklB1P4N7de2lWdwlJSlJl6SiJD1OpkyByy6Dzz+H7Gz49lvo3t3vqFqt/3v1/7hj+h3V+0P6DuH5E5/3LyCRllReDg8+6D168847kBXb+sYiIiLpTs+ki6SjwkJvZuUJE+D665Wg++zivS+mY9uO1fuTvp4U1UQ3IinrlVe8R2/+8Q+YPh3uv9/viEQkxa0qX0XxpGI++fETv0MRSQlK0kWSSZs2MHQo/N//+R1Jq9etYzf+b7faP4fLpl7mUzQiLWzhwprX114LgYB/sYhIyrtz+p089cVT7PzAzpz47Il88/s3fockktSUpIuINODcPc6lS3aX6v3Xvn2Ndxa9419AIi3h0ENh771r9vv0gV9+8S8eEUlpy9cu56b3b6ref/arZ/kx8KOPEYkkPyXpIiIN6JLdhQv3vLDWsUunXqr5FyS9mcENN8D228NLL8H770Nent9RiUiKuuWDW1gZXFm9f1ifw9h7q70bqSEimjhOYqaJ42Lw0Uew666aPTmJrS5fTe87e/PT6p+qj738l5c5fOvDfYxKpAVUVnqP4IiINNNPq34i78481qxbU31s1mmz2HmznX2MSiQxNHGcSDqYOhV23x322cebPVmSUsd2Hblsn9rPol829TIqXaVPEYm0ECXoIhKj66ddXytBP36745Wgi0RAPekSM/WkN4NzsOee8OGHNceefhqKivyLSRoUXB8k/+58vlv5XfWxZ094luO3O97HqERERJLXdyu/Y+u7tqa8ohyANtaG2aNn03fjvj5HJpIY6kkXSXWvvVY7Qd9sMzjqKP/ikUZlZWYxdt+xAORm5XLVfldxcO+D/Q1KxA+VlbByZdPlRKTVu/qdq6sTdIBhA4YpQReJkHrSJWbqSW+GP/6ABx+E666Dn36Cu++GM87wOyppxPrK9dzywS38bee/sWGHDf0OR6RlOeetn37JJbDNNjBxot8RiUgSm/vrXPqN60eFqwCgbZu2zDtzHj279PQ3MJEEimdPupJ0iZmS9BisXg0PPwx//ztkZfkdjTRDWbCMBcsXEAgGyMnKIa9rHrlZuX6HJRI/zsHhh8Orr9YcKy2FXXbxLyYRSSp1PwuveecaJs2ZVH3+jIFncPfhd/sYoUjiKUmXpKIkXVob5xwzlsxgXOk4Js6eSLAiWH0uKyOLov5FjC4YzaAeg6r/YIuktEsu8ZZlq3LYYfDf//oXj4j4rrHPwnDZGdksOHsBm+Vs1sIRirQsJemSVJSkS2sSCAYonlTMlHlTmixbmF9IyZAScrJyWiAykQRasQJ69fK+brklXH45jByp5SNFWqloPgv7dO3Dx3//WJ+FkvaUpEtSUZIurUUgGGDw+MGULi2NuE5B9wKmDpuqixNJfffd53099VRo187fWETEN/osFKmfknRJKkrSI/TGG7DpptC/v9+RSDM45zh6wtER9RrUVZhfyOSiyRr6LiIiKU2fhSIN0xJsIqkmGPR6n3bYAYqLYf58vyOSKM1YMqNZFyUAU+ZNYebSmXGOSEREpGXps1CkZShJF2kJDzwA33/vzZL81FNw8sl+RyRRGlc6Lrb6M2OrLyIi4jd9Foq0DA13l5hpuHsTKiu9dYW/+abm2CuvwKGH+heTRKUsWEa3m7s1OHNtJLIysvj5/J+1PJukn6+/hm231SRyImlOn4UijdNwd5FU0qYNfPABnHsuZGfDnnvCIYf4HZVEYcHyBTFdlAAEK4IsXL4wThGJJIFPP4VjjoHttoO33vI7GhFJMH0WirQcJekiLWHjjeGWW+Dbb72h7+pxSimBYCA+7ZTHpx0R3730Euy0E0ye7O1fcYX3OI+IpC19Foq0HCXpzWRmOWY21sy+MLNVZrbSzGaa2blm1qy1acysh5mNMbNnzewbM1sb2haa2dNmNriJ+mPNzEWw9Wnev1pi1r271+skKSVeS8bktNPSM5ImDjrIW62iyvvvw+uv+xePiCScPgtFWk6m3wGkIjPbCngb6Bk6tAbIAgpCW7GZHeCcWx5Fm1sAi4HwLtY1of2eoa3IzB4BTnPOVTTS3Drg90bOr480LhGBvK55ZGVkxTTMLzszm15de8UxKhEftW8PF18MZ58NOTnwf/8Hu+7qd1QikkD6LBRpOepJj5KZZQJT8JLmH4GDnHMdgQ5AERAAdgKejLLpDLyE/E1gONAj1G4noB8QGlPIqcDYJtr6wDm3aSPboihjE2nVcrNyGdp/aExtDO03VBPlSHo57TS45hpYtAiuugq6dPE7IhFJIH0WirQcJenRGw5sH3p9nHPuDQDnXKVzbiLw99C5w83sgCjaXQ7s4pw70Dk33jm3NKzdr4BjgVdDZc8xs+yY/yWSOD/9BOed532VtDCmYExs9QfGVl8k6WRnw2WXwQYb+B2JiLQQfRaKtAwl6dEbHvr6lnPuw3rOTwCqpq0cFmmjzrmVzrmPGznvgEdCu52AvpG2LT648Ua49VbIy/OGhC6P+MkHSVKDegyiML+wWXUL8wsZ2H1gnCMSERFpWfosFGkZStKjYGYdgD1Du6/UVyaUTFf1eB8c5xD+CHudEee2JV5++AHuvdd7vWYN3HQTLFvmb0wSMzOjZEgJBd0LoqpX0L2AkiEl1WtnioiIpKqqz8JeXaJ7rlyfhSLRUZIenb7UfM9mN1Ku6tymZhbPcYD7hb6WA/MaKdfPzGab2ZrQzPNzzexBM9spjrFIQ157DcrLa/aLi6GvBj6kg5ysHKYOmxpxL0JhfiFTh02N24y4Iinhhx/g4wYHholIimvftj1tLPIUQp+FItFTkh6d7mGvlzRSLvxc9wZLRcHMegGnh3YnOufKGim+Ed4NhbV4s87nA6OAWWZ2bTPeu9El3aJtL+2NHAlffAFDh0K7dnDllX5HJHGUk5XD5KLJTB81neEDhpOVkVXrfFZGFiN2HMH0UdOZXDRZFyXSeixdCmeeCb17wymnQGWl3xGJSAI89cVTfLv82+r9zlmd//RZmJ2Zrc9CkRiYNzpbImFmfwFKQrtbO+e+aaDcQUDVgrF7NPDsejTv2x6YBuwC/AoMqJpYrk65YrybApOBhc65daE12/cDrg/VBzjPOXdrFO8f0S+JfpfqsWxZ7bWEJe2UBctYuHwhgfIAOe1y6NW1l2auldbHOdh+e/jyy5pjzz4Lxx/vX0wiEnfrK9fT956+fPN7zSXwxOMncmifQ/VZKK1e1eMczrmYn+tIeJIeeo57FHAIsBXQ3jnXO+x8Z+AIvMe5n05oMDHyI0kPLfn2LHAM3vrnRzrnXm+0Uv3tZAPvAgOBVcDmzrmVzY2rTtsOlKSLiLRqjz3m9aBXGTAAPvkE9AyqSNp4/NPHGTF5RPV+/279+ez0z6Ia/i6SruKZpCf0f5SZ7Qh8DdwOHAZsh7e+eLgy4DLgSTMbnMh44iAQ9rpDI+XCzwUaLNUEM8vAuylwDLAe+EtzEnQA59wfwCWh3U5ANMvDiUiMdBNL0t5f/wp9+kCbNjBiBDz/vBJ0kTSyvnI917x7Ta1jV+57pRJ0kQRI2P8qM9sQeBnYAvgYOA8vIa8lNBv6w4ABRyUqnjgJH2Leo5Fy4ef+NCw9EqEE/UngRKAC+Ktz7rnmtBUmvEc/L8a2RCQCSwNLOeuVsxjzstaGlTSXmQmPPgpz5nhfe/duuo6IpIw/1v/BUdscRXZmNgDbd9ueIX2H+ByVSHpK2HD30ARllwBvAoc45yrN7Eegm3Muo07ZbYGvgJnOuV0TElAchIbuB/BublzgnLu5gXLjgNHAMufcZs14n6oe9KHUJOgTmh14Tbsd8Ya6A5zvnLsl1jZD7Wq4+1VXwQYbwN/+BtnZfkcjSeLC/13Iv6f/m2BFkAzLYM4/5tBngz5+hyUiItJsPwZ+5Kb3b2K/nvtx9LZH+x2OSNJIleHuhYDDS2abmuJ1Lt7z1kl92905twZ4P7R7aH1lzPvpHBLabc6z4xnAU8Q5QQ/ZLez1wji1Kd9/D9dfD2ed5fUcVa2RLq3emnVrCFYEAahwFVz7btSLK4iIiCSVzXI24/ZDb1eCLpJAiUzS8/DW8/60qYKhIe9lQCpMA/l46Ov+ZlZfr/8J1AwlHx9Nw2E96CfiPYNeHGmCbtb4g39mlgVcF9pdjTfCQeLhxhtr1kVfuhRKS/2NR5LGRXtdVGtZmic+f4L5v833MSIRERERSXaJTNLbAOtdBGOgQwlmJ7zkMdk9DnyB9wz982Z2AICZtTGzE4AHQ+Vecc7VSoTNbGzY+uI965yregZ9KDWTxE2MIq59zOwNMzvZzDYPa7dtKMZpQNVNhaudcyuiaFsaUlkJX39ds5+RAZde6l88klR65PbgtF1Oq96vdJV/mnRHJO2tWgV33gnr1vkdiYiISEpIZJK+BOhgZt0iKDsQyCIFhmA759bjTXC3CG+CuDfMbDXeDYZn8EYDfAIUR9n0nkBR1dsAd5nZska2oXXqG96M7eOB781sjZn9EorrDbzvcSVwvXPupihjk4a0aQNvvgmvvw577AHDh0Oe5uSTGhftdVH1JDsAJV+UMPfXuT5GJNJCVq+Gm2+GXr3g7LPhiSf8jkhEorSuYh3vf/d+0wVFJK4SmaS/Hfp6SmOFQq7ES0z/l7Bo4sg5twjYAbgamI0X+zpgFt4s9rs555ZH2Wz4z6ItsEkTW/s69b8IvffzwDxgLdAl9PUz4G5gR+ecunnjzQwOOgjeew/uvtvvaCTJdM/pzt93+Xv1fqWr5NppejZdWoE33oALLoBff/X2r7mm5tEgEUkJj336GHs9uhcHjj+Q9757z+9wRFqNRM7u3g8vOVwNHOece6Pu7O5mtglwG3ASEAS2cc59l5CAJGE0u7tI434M/EjenXn8sf4PANpYG74a8xXbbLSNz5GJJJBzsMsu8MknNcdeegkKC/2LSUQiVl5RTv5d+Sxeubj62LRTprHXlnv5GJVI8kqJ2d2dc1/iLcGWA7xmZqVAZwAze8rM3gcWUzPE+2wl6CKSjjbL2YzTdzm9er/SVXL1u1f7GJFICzDzlqcEOOAAb7SREnSRlPHYp4/VStB33mxn9txiTx8jEmk9EtaTXv0GZiOBWwgl6CEO7xlqgBXAOc65qGZCl+ShnnSRpi1btYy8f+exdv1aAAzjyzFf0nfjvj5HJpJAzsHMmTBokN+RiEgUyivK2fqurfluZU3/2UtFL1G4jW60iTQknj3pCU/SAcysE3Ac3uRo3YEMYBnemuPPOudWJjwISZhWl6T/8AMcfzxcdBEcfbTXWyQSgXNfO5fbPrqtev+k/idx35H3sWD5AgLBADlZOeR1zSM3KxVWoxQRkXRRFiyr9Vn01sK3+Ofr/6w+X9C9gBmjZlQnISLyZymXpEt6a3VJ+j/+Affc470eMAAeeggKCvyNSVLCT6t+ote/e1X3pgO0y2hHeUXNZFpZGVkU9S9idMFoBvUYpAsiERFJCOccM5bMYFzpOCbOnkiwIthg2f+c9B+OyD+iBaMTST1K0iWptKok/YcfoHfvmhmKMzJg7lzvmEgEznrlLO6acVdEZQvzCykZUkJOVk6CoxIRkdYkEAxQPKmYKfOmNFm2S1YXFp+zmNxsjfISaUxKTBwnkpa+/x4237xmf9gwJegSsUAwwLTF0yIuP2XeFAaPH0wgGEhgVCItrKICnn4ann/e70hEWqVAMMDg8YMjStABVgRXcMATB+izSKQFxaUn3cweiUMsAM45NzJObUkLaVU96QDr1kFJCdx4I7z8spJ0iYhzjqMnHB3xRVG4wvxCJhdN1tB3SW2VlfDUU3Dttd4IpC23hPnzoV07vyMTaTX0WSSSOEk33N3MKqk9Y3u4SN/A8JL0jJgDkhbV6pL0Ks5p0jiJ2PQfprPbw7s1v/6o6QzqoRmyJYU5583yXlpac+zBB2HUKP9iEmll9FkkkjjxTNIzY47GM56Gk/GjgS7AH8As4IfQ8R7ALkB7YDnwUpxiEWkZStAlCuNKx8VWf+Y4XRhJajODK66Ao46qOfb880rSRVqQPotEUkNCJ44zs6eAocCNwL+cc2V1zucAFwIXAxOcc8UJC0YSptX2pItEqCxYRrebuzU6c25TsjKy+Pn8n7U8m6Q257zVMP74Ay6/HE44wZuAU0QSTp9FIomVjD3pf2Jmf8NL0Mc6566pr4xzLgBcZmZBYKyZveWceyhRMYk0S0WFLiIlJguWL4jpogggWBFk4fKFDNh0QJyiEvGBGfznP7DJJtBGc9eKtCR9FomkjkR+Qo4EKoE7Iih7R6isxrxJ8jnnHDjiCJgxw+9IJEXFa0bcQLlm1pU0sNlmStBFfKDPIpHUkchPyW2BlaHe8kaFypSF6ogkjyVL4IEH4L//hV13haOP9mYoFolCvNY5z2mn9dJFRKR59FkkkjoSmaS3AbqY2QZNFQyV6ZzgeESid+ONUF5es7/hhuoBkqjldc0jKyMrpjayM7Pp1bVXnCISEZHWRp9FIqkjkdnG53jLql0RQdnLQ7F8kcB4RKK3xRbQpYv3OiMDLr3U13AkNeVm5TK0/9CY2hjab6gm6pH0NW0ajBzpzQEiIgmhzyKR1JHIJP1evCT9TDN71Mzy6hYws15m9ghwFt4SbrGtCyESbxdcAIsWwTXXwFlnQe/efkckKWpMwZjY6g+Mrb5IUpo+HfbfH/bZBx55BJ55xu+IRNKaPotEUkOil2B7BBhBzRrq3wNLQq97AFtUFQXGO+dGJCwYSRgtwSbSNOccR084minzpkRdtzC/kMlFk6uX9hBJGxMmwEkn1ez37QtffKEVNUQSRJ9FIokTzyXYEpqkA5jZWXhD3ht6Nn05cA3wb6csLyUpSReJTCAYYPD4wZQuLY24TkH3AqYOmxq3CX9EkkpFBfTvD3PmePsbbQTvvQfbbONvXCJpLBAMsP/j+zPrx1kR19FnkUjTUipJBzCzLOBgoADoFjr8M1AK/M8590fCg5CEUZIuErlAMEDxpOKIejG2yN2CL8d8qYsiSW8lJfDPf8L558Po0dCxo98RiaS9+0vv5/SXT4+obGF+ISVDSvRZJNKElEvSJb2lXZK+ahV06uR3FJLGnHPMXDqTcTPHMWH2BIIVwXrLZVgG88+cr5l0Jb1VVEAwCB06+B2JSKtQUVlB33v6Mv/3+dXH2rZpy7rKddX72ZnZFPUvYnTBaAZ2H6gh7iIRUJIuSSWtkvRly2DbbaGoCC66CHr29DsiSXNlwTIWLl9IoDxATrsc7p5xNw998lD1+dN2Po37C+/3MUIREUknT33xFMWTiqv3+3frz7RTprF4xeLqz6JeXXtpFneRKClJl6SSVkn6+efDLbd4rzMz4f774dRT/Y1JWpXvVn5Hnzv7VPdotG3Tlm/O+oYtO2/pc2QiIpLqKior2P7e7fn616+rj008fiIn9jvRx6hE0kM8k/TMmKNpgJlNbUY155w7IO7BiETil19gXNgqgBUVsMce/sUjrdKWnbfklB1P4YGPHwDg6G2PpqJSa0eLiEjsnv/6+VoJet+N+nJc3+N8jEhE6pOwJB3YL8JyVd2vFvZapOVVVMBf/gKPPQbr18PQod7Qd5EWdvHeF1NWXsale19K/279/Q5HpOXNnw/XXQfHHw9HHul3NCJpodJVcvU7V9c6dtk+l5HRRkseiiSbhA13N7MrmyjSGdgV2B34DbgXqHDOXZWQgCRh0mq4O8DixfCvf8GYMd7SQCIi0jJ+/x3OPhueegoqK2GXXWDmTNCkVSIxe/6r5zn+2eOr9/M3zOerMV8pSReJk7R6Jt3MBgOTgDecc8c3VV6ST9ol6SIi4o/ycsjP926WVnn5ZTj8cP9iEkkDla6Sne7fic9/+rz62PhjxnPygJN9jEokvcQzSW8TczQxcs5NBc4GjjWzUX7HIyIiIj5p1w4uvrhmPysLvvnGv3hE0sSUuVNqJei9u/bmpO1P8jEiEWmM70l6yESgAlCSLiLSgG9//5Zf1/zqdxgiiTVihNebfs45sHAhnHWW3xGJpLw7pt9Ra//SvS8ls00ip6YSkVj4Pty9ipktB9o45zr7HYtEJ6WHu69e7T33mJPjdyQiDZr32zyum3YdJZ+X8M/d/8lNB93kd0giibV+vbcMpojExfK1y/n39H9zx0d30LV9V+b9Yx5tM9r6HZZIWkmrZ9IBzKwH8D2wyjmX63c8Ep2UTtJvuMFbF/3//g/OPBM66x6RJJdlq5axxe1bsL5yPQAd2nZg0dmL2Ljjxj5HJiIiqWblHyv5dvm37LzZzn6HIpJ20uqZdDNrD1QtTv2Fn7FIK7NqFdx6qzeb8OWXQ8+esGyZ31GJ1LJpp005fruaOTXXrFvD7R/d7mNEIiKSqjpnd1aCLpICErkE2xVNFMkGtgAOATYMHTvZOfdUQgKShEnZnvRbboHzz6/ZP/hgeO01/+IRacCXP39J/3trlgPs1K4Ti89ZzAbtN/AxKhEfOKfl2EREJCmlxHB3M6sEImncgErgWufc2IQEIwmVskn6jBkwdiy88oq3/957sOeevoYk0pATnj2B5756rnr/8n0u5+r9r/YxIpEW9NtvcNtt8MUX8NJLfkcjIiLyJ6mSpL9N40n6emA58BnwjHNufkICkYRL2SS9ysyZ3kXfNdf4HYlIgz5b9hk73r9j9X5uVi6Lz1lMl+wuvsUk0iJuvhmuvtp7RAng7bdh3319DUkk2TnnOPOVMzmsz2EcvvXh1cmDiCROSiTp0nqkfJIukiKOnXgsL855sXr/qv2u4pzdzmHB8gUEggFysnLI65pHbpbm35Q0ctttcO65NfuDB8Obb/oXj0iSKguWVX8ezP1tLn+b8jcAdt5sZ64ffD2H9DnE5whF0puSdEkqStJFWsbHP37MLg/sUr3ftk1b2lgbghXB6mNZGVkU9S9idMFoBvUYpN4TSX2rV0NeHvz8s7d/zDHw1FPQvr2vYYkkA+ccM5bMYFzpOCbOnljr8yDcrQfdyj/3+GcLRyfSuqREkh6aOG6Vc+62CMufBXRxzukhyxSjJF2k5RxWchivfvNqRGUL8wspGVJCTlZOgqMSSbBbbvHmEbnsMthhB7+jEUkKgWCA4knFTJk3pcmyh299OBOOm6DPA5EESpUkvRJY5pzrHmH5hcCWzrmMhAQkCZNSSfr8+dCrF2Rm+h2JSNQCwQC7PrQrX//6dcR1CroXMHXYVF2YSWrTrO4itQSCAQaPH0zp0tKI6+jzQCSx0mqddJEWU14OBx4I224Ljz4K69b5HZFIxJxzFE8qjipBByhdWkrxpOLUuIkm0hAl6CLVqj4PoknQQZ8HIqkkmZL0DYA//A5C0tgTT8B338G338Kpp8LQoX5HJBKxGUtmRDSksT5T5k1h5tKZcY5IRET8oM8DkfSXFEm6mZ0A5ADf+R2LpKl16+C662ofO+UUf2IRaYZxpeNiqz8ztvoiSamiwu8IRFqcPg9E0l/cknQzO9vMFlRtocMbhx+rZ1toZsuBCXhrqr8cr3hEasnI8NbarZpwaMcd4cgjfQ1JJFJlwTImzp4YUxsTZk+gLFgWp4hEfBYMwn33QZ8+8Pnnfkcj0mL0eSDSOsSzJ70L0DNsA8ioc6zuthXQGTBgKpAyM7ubWY6ZjTWzL8xslZmtNLOZZnaumbWLse1NzOxWM5trZmvN7Hczm2ZmoyyC9ZTMrLeZ3R+6CfKHmf1iZq+Z2XGxxJXS2rSB446DTz6BF1+EW2/VM46SMhYsX9DgsjqRClYEWbh8YZwiEvHRhx9C794wejQsWvTnUVIiaUyfByKtQzynuH4RWBR6bcAjwErgnEbqVAJlwGzn3LdxjCWhzGwr4G1qbkasAbKAgtBWbGYHOOeWN6PtXYDXgA1Dh1bhPQqwV2g73syOcs6VN1D/cOBZoEPoUBne8/4HAweb2aPASNdaZw1p0waOPtrvKESiEggG4tNOeXzaEfHV1lvDihU1+88+C2PHQt++fkUk0mL0eSDSOsStJ90595lz7vHQ9ljo8NqwY/VtTzjnJqdYgp4JTMFL0H8EDnLOdcRLiouAALAT8GQz2u4M/AcvQZ8DDHTO5QAdgX8A64BDgDsaqN8LeCYUy/vANs65znijFapGKZwCnB9tbCLin3gtl5PTTsvuSBrYaCMYM6Zmv6AAVq/2Lx6RFqTPA5HWIWETxznn2kS6RnqKGQ5sH3p9nHPuDQDnXKVzbiLw99C5w83sgCjbPg/YFFgLHO6cKw21Xe6cuwe4MlTuNDPLr6f+1XgJ/TLgSOfcvFD9Vc65K4EHQuUuNbOuUcYmIj7J65pHVkZWTG1kZ2bTq2uvOEUk4rNzz4UDDoBXX4Xp071EXaQV0OeBSOuQFLO7p5jhoa9vOec+rOf8BKDqQZ9hUbZdVX6Cc66+h4Xuwhv+ngEUh58ws45A1TPn9zrnVtRT/4bQ11zgmChjSz2VlfD++9BKR/ZL+sjNymVo/9iWDBzabyi5WblxikjEZ5tsAm+8AYccovlFpFXR54FI66AkPQpm1gHYM7T7Sn1lQs96vxraPTiKtrcBtmyi7VXAtAba3gto30T9RcDX0caWsiZPhr32gn32gf/9T8m6pLQxBWOaLtRY/YGx1RcRkeSgzwOR9BeXJN3MKkLbl/Uci2ZbH494EqgvNd+z2Y2Uqzq3qZltEGHb/eup31jb28VYv1+EcaUm5+Dq0GP4770HBx8ML73kb0wiMRjUYxCF+YXNqluYX8jA7gPjHJGIiPhBnwci6S9ePekWttV3LJotmYU/Y7+kkXLh5yJ9Lj/atnPNrFM99Zc759ZGUD8d5wuo8fLL8OmnNft5eXD44b6FIxIrM6NkSAkF3aN79ragewElQ0qIYPVGkdTnHKxt7CNQJPXp80BatcpKvyNoEfFK0vcPbcPrORbNNjhO8SRK+FSYaxopF34u0ukzY207p57zjdWPeFpPM3ONbZG206IGD4Y77oDNNvP2L7kE2rb1NSSRWOVk5TB12NSIe1B22nQnpg6bGrfZgEWSlnMwZQrsuqs3qZxImov286Awv1CfB5Ie5s6Ft9+GX3/1O5KEiss66c65dyI5JtJiOnSAs8+Gv/8dnnwSTj7Z74hE4iInK4fJRZOZuXQm42aOY8LsCQQrgvWWXV2+mg5tO7RwhCItbP162GMPmDnT2//sM7j0UujRw9+4RBLorFfOwjDGHT6Oy/a5rN7Pg+zMbIr6FzG6YDQDuw9UD7qkh759vW32bFi6FHbYwe+IEiIuSXorEgh73diVb/i5QIOlGm+7LMq2A/Wcb6x+pHHhnGv0r3rS9qYDZGfDqFF+RyESV2bGoB6DGNRjEHcedicLly8kUB6gY9uOnPT8Scz9bS4A836fx3NfPRfzTMAiSS0zE7bfviZJLy+Hm2/2RlOJpKHFKxZzb+m9rK9cz32z7mNMwRgePfrRWp8HOe1y6NW1l2Zxl/TVv3/TZVKYZnePztKw143dog8/t7TBUrG1XRaa7b1u/a5m1p6GVdWPNC4RSWK5WbkM2HQAe225FzttthNX7ntlrfPXvHsNla51PL8lrdjFF0Ob0CXNllvCgAH+xiOSQP96/1+sr/TmWi6vKGft+rWYWa3PgwGbDlCCLpLClKRH52ug6mq3sds3VeeWOed+j7Dt8BnZI2n7qxjrf9lIGRFJUSf2O5H8DfOr97/85Ute+PoFHyMSaQF9+sCFF8JDD8H8+XDKKX5HJJIQS8qW8PAnD1fvZ7bJ5KK9LvIxIhFJhHgvwRbrltRLsDnn1gDvh3YPra+MeQ/8HBLafT2K5ucB3zXRdkdg7wbafg+omtK2ofpb4S0jF21sIpIiMtpkcOnel9Y6ds271+Bc8j6VIhIX118PI0dCu3Z+RyKSMDe9fxPlFeXV+8N2GEbPLj39C0ikJXz3HVRU+B1Fi0rEEmyxbsnu8dDX/c1s13rOnwDkhV6Pj7RR511BV5UvMrOe9RQ7A+gEVAAldeqvBp4P7Y42s8711L8w9DUAvBhpbCKSWv6y/V/I65pXvf/ZT58xZd4UHyMSEZFYLVu1jAc+fqB6P8MyuGTvS3yMSKQFVFZ6yyhvtx088YQ3WWgrYPHoXTGzfeMQC5D8s8KbWSbwMbA93prjw51zb5pZG+A44CEgF3jFOXd4nbpjgaoHRns55xbVOd8ZmANsijecfZhzbpaZtQNGAncA7YB7nXNj6omtF/AF0BGYBox0zs0P9cCfC4zFuxFyoXPupti+E7Xe1wHqqRNJIo988ggjXxpZvb9rj135aNRHPkYkIiKxOO/187j1w1ur90/e4WTGHxtxf5BIapo0CY47rmb/sMPgv//1L55GVK2g0NSk2xG1pcQqeqFe7reAnqFDa/BGJWSH9j8BDnDOLa9TbyyNJOmhMrsArwEbhg4FQu1WLfL9OnCUc67eNZfM7HDgWWpmcV+J1/ueEdp/FC95j9sPXkm6SPJZV7GOre/amiWBJQwfMJyL97qY3hv09jsskZb322+w4YZNlxNJYr+s/oWe/+7JmnVrADCMr8/4mm022sbnyEQSyDnYaSdvac0qjz8Ow4b5F1Mj4pmka+K4Zggl1zsAV+NN2OaAdcAs4Dxgt7oJehRtzwL6AbcD8/GS89V4z5z/DTisoQQ9VP+/odgeBBbhJfjLgf8BxzvnTo1ngi4iyaltRlvGHzue+WfO56GjHlKCLq3Pxx/Dscd6k8qtWOF3NCIxue3D26oTdICi/kVK0CX9Oeet3tGvn7eflwd/+Yu/MbUQ9aRLzNSTLiIiSeX66+HSsAkUr74aLr/cv3hEYvDbmt/o+e+erCqvWXl39ujZ9OvWz8eoRFpQZSW88AK0bQtHHeV3NA1KqZ508xxnZs+a2UIzWx3aFoaOHRd6nltEREQkdgcfXHv/jjsgEPAlFJFY3fHRHbUS9OO3O14JurQubdp4z6UncYIebwlNjs1sS+BD4BlgCLAV0D60bRU69gzwUWh5MBEREZHYFBR4kwsB5ObCmDHesEmRFLPijxXcOePOWscu2/syn6IRkZaSmaiGQzOVvwNsiTej+AfAVLwZ0QF6APsDewIFwFtmtpNzbmWiYhIRae0+XfYpL819iSv2vcLvUEQSa+xY2G03OOss6NLF72hEmuWrX74iOzObsmAZAEdvczQDNh3gc1QikmgJeybdzG7Cm0Ttd2Coc+7NBsrtjzcbeVfgFufchfWVk+SlZ9JFkt/HP37MVe9cxUtzXwLgvVPeY88t9/Q5KhERacqadWt4YNYD3PzBzbxU9BK7dN/F75BEEsc5+OQT2HlnvyOJWkoswWZm84E8vAT9uSbKHo837H2Bc65PQgKShFGSLpL8bnr/Ji58o+Ye6CG9D+GZE55hwfIFBIIBcrJyyOuaR25Wro9Rioi0XmXBskb/Jq+rWEfbjLaNtCCSBt56CwYPhv328yb83H9/sJhz3haRKkn62tDLjs65yibKZgCrAJxz7RMSkCSMknSR5LeqfBU97+jJb2t/qz7WLqMd5RXl1ftZGVkU9S9idMFoBvUYVP1hIyIiieGcY8aSGYwrHcfE2RMJVtSssqu/ydIqDR7sJepVSkpSZtm1VEnSlwLtnXNdIyy/HFjrnOuekIAkYZSki6SGK6ZewTXTromobGF+ISVDSsjJyklwVCItbMkS2HBDyM72OxJp5QLBAMWTipkyb0qTZfU3WVqF996Dvfeu2e/WDRYuhA4d/IspCqmyBNsHQK6Z5TdVMFSmM/BeAuMREWm1AsEA/5n/n4jLT5k3hcHjBxMIatkqSRPffw9nnAF5efDww35HI61cIBhg8PjBESXooL/J0krstBPceitssom3f/75KZOgx1sie9IL8JLu94AjnHPBBsq1A/4L7A3s7pz7OCEBScKoJ10kuTnnOHrC0RFfDIYrzC9kctFkDbOU1DZnDuywA6xb5+1vvjl88w1kZfkbl7RK+pss0oS1a72bqSNGQKdOfkcTsZToSXfOlQInArsAn5rZKWbW08zahraeZnYK8AmwM3C8EnQRkfibsWRGsy4Gweu9mbl0ZpwjEmlh22wDu4TNiP3DD/DII/7FI62a/iaLNKF9e/jHP1IqQY+3hCXpZlYBvADkAvnAQ8C3wB+h7dvQsW3xhrq/aGYV9WzrExWjiEhrMK50XGz1Z8ZWX8R3ZnDlld7rjAw49VQ4+GB/Y5JWS3+TRaQpiRzu3uiM7lFwzrmMOLUlCaDh7iLJqyxYRrebu9WaMThaWRlZ/Hz+z1qeTVKbc3DddVBcDL16+R2NtFL6myySvuI53D0z5mgatn8C2xYRkQgsWL4gpotBgGBFkIXLFzJg0wFxikrEB2Zw2WV+RyGtnP4mi9TxzTdQWQn5Tc413qokLEl3zr2TqLZFRCQy8ZoJOFCuGYVFRGKlv8kidVx4Ibz4IhQVwaWXwnbb+R1RUkjkEmwiIuKzeK2pm9NOa/OKiMRKf5NFwnzxBUya5PWkP/UU7LEHrFnjd1RJQUm6iEgay+uaR1ZGbMtMZWdm06urnuGVNLVqlXehKNIC9DdZJMyNN9beHzOm1a6LXlcin0mvZmbdgR2ArkDbxso658a3REwiIq1BblYuQ/sPZfxnzf/TOrTfUE1QJOknEIC774Zbb4UuXby11DNb5LJIWjH9TRYJc8stsMkmcN990KYN/POffkeUNBI2uzuAme0E/BvYM8IqzjmnT8gUo9ndRZLb9B+ms9vDuzW//qjpDOoxKI4RiSSB/feHt9+u2R8/Hk4+2bdwpPXQ32SROn7+GWbOhCOO8DuSmMRzdvdErpO+E/AuXoJuQDmwFPiuke37RMUjItJaDeoxiML8wmbVLcwvZGD3gXGOSCQJnHFG7f1rr/WeixRJMP1NFqmjW7eUT9DjLZHrpL8MHAZ8C5wGvOOc06dfGlJPukjyCwQDDB4/mNKlpRHXKehewNRhU+M20ZFIUqmshAEDYPZsOPhguOIK2DPSgX8isQkEA+z/+P7M+nFWxHX0N1kkucWzJz2RSfoKIAcocM59kpA3kaSgJF0kNQSCAYonFTNl3pQmy/bu2ptP/v6JLgYlvb37LrRtC7vv7nck0gotXrGYPR7Zg6WBpU2WLcwvpGRIif4miySxVEnSV4ba18wWaU5JukjqcM4xc+lMxs0cx4TZEwhWBKvPZbbJJMMyCFYEaUMb5p81n7yueT5GKyKS3pxzTJw9kYunXsySsiWsq1xXfS47M5ui/kWMLhjNwO4DqxMAkZT23HOw336w0UZ+RxJ3qZKkzwK2Azo55yoS8iaSFJSki6SmsmAZC5cvJFAeIKddDnfPuJuHPnmo+vzInUby0FEPNdKCiIjES92/yb269tIs7pJeFiyA/HzIzoYzz4Rzz02rZD1VkvQzgTuAE5xzkxLyJpIUlKSLpIfvV35P7zt7V/fkZLbJZP6Z8+nZpae/gYmIiEjqGzkSHnmkZv/MM+HOO/2LJ85SYnZ3YBzwBnC/melhLxGRJLdF5y0YtfOo6v31leu5ftr1PkYk4oOKCnjxRc30LiIST7/8Ak88UbPfrh2cf75/8SS5RK+T3g64BTgDmAbMBAKN1XHOXZ2wgCQh1JMukj6+W/kdfe7sU6s3/Zszv2GrLlv5HJlIgq1fD089BdddB/PmwaRJcOyxfkclaaaisoKFKxbSZ4M+foci0vJmz4ZrroFnn4XRo+Gee/yOKK5SYrg7gJkdDtwN9AQieiPnXEbCApKEUJIukl5O/8/p3D/r/ur903Y+jfsL72+khkgamDgRiopq9nfcET7+GDRZl8TRU188xckvnEzx9sVcts9l5G+Y73dIIi1v9mzYcEPYbDO/I4mrlEjSzWxv4E0gAzDgG+AnYH1j9Zxz+yckIEkYJeki6WXxisVsfdfW1b3pbdu05ZuzvmHLzlv6HJlIAq1fD9ts401sVOWVV+DQQ/2LSdJKRWUF/e/tz5xf5wDQxtrw3invsfsWeipUJB2kyjPpVwCZwCygj3Mu3zm3t3Nu/8a2BMYjIiIR2KrLVozYcUT1/rrKddww7Qb/AhJpCZmZcOml3ut+/WDCBDjoIH9jkrTy7FfPVifoAPkb5jOoxyAfIxKRZJXInvTfgc7Ats65+Ql5E0kK6kkXST+LVixi67u2Zn2lN/ipbZu2fHvWt2zReQufIxNJoHXr4OWX4aijoE0i+zGktamorGD7e7fn61+/rj5WMqSEv2z/Fx+jEpF4SpWe9DZAQAm6iEjq6dmlJyMGjKjeX1e5jhvfu9G/gERaQtu2cMwxStAl7p776rlaCfo2G27D0H5DfYxIpAUsXAh33w1//OF3JCknkZ9CXwPtzSwrge8hIiIJcsnel5DZJrN6/6FPHuKHsh98jEhEJPVUukquefeaWscu3+dyMtpormRJc9df762F3ru3kvUoJTJJvx9oC/w1ge8hIiIJ0qtrL4btMKx6P8MymLlkpo8RiYiknue/ep4vf/myej9/w3yK+hc1UkMkDSxcCI895r1euhTOPddbK10ikrAk3Tn3GPA48G8z018iEZEUdOk+l5Kblcu5u5/LwrMXcmxfrRstrdA778D06X5HISmo0lVy9btX1zp22d6XqRdd0t/TT3urZlQZNQq20Lw2kUrkxHGPhF4egzeB3HdAKRBopJpzzo1MSECSMJo4TiS9rS5fTcd2Hf0OQ6RlOQdvvQVXXQXvvgu77w7vv6910yUqz3/1PMc/e3z1fp8N+vD1GV/XepRIJC05B2+8AVdeCbNmwTffpH2SnirrpFcCDm+N9KZUlXPOOd1aTDFK0kVEJO0Eg5CX5w3TrPLGG3DAAf7FJCml0lWy0/078flPn1cfe+zoxxi+43AfoxJpYc7B3Lmw7bZ+R5Jw8UzSE3kbbzxe8i0iImmoLFjGguULCAQD5GTlkNc1j9ysXL/DEomPrCy48EI4++yaY3ffrSRdGhX+d3Hmkpm1EvTeXXtTvEOxj9GJ+MCsVSTo8ZawnnRpPdSTLtJ6OOeYsWQG40rHMXH2RIIVwepzWRlZFPUvYnTBaAb1GFR9R1kkZa1d681KXFEBF10Ep58O7dv7HZUkmcb+LoZ7uPBhTt351BaOTkRaSkoMd48qCLM2wBHASOfcMT6HI1FSki7SOgSCAYonFTNl3pQmyxbmF1IypIScrJwWiEwkgWbN8nqBOmpeBvmzaP4uHrH1ETx93NP6uyiSptImSTezrYGRwDBgEwA9k556lKSLpL9AMMD+j+/PrB9nRVynoHsBU4dN1QWpiKSlQDDA4PGDKV1aGnEd/V2UtPavf8E228DRR7fKSTbjmaQncp30eplZBzMbYWbTgDnA+cCmeBPHzWnpeEREpHHOOYonFUeVoAOULi2leFKxbuCJSNqp+rsYTYIO+rsoaWzRIrjsMjj2WNh5Z5jS9OgSaViLJelmtpuZPQj8CDwM7IGXmM8FrgF2cM71a6l4REQkMjOWzIhoKGd9psybwsylM+MckYiIv/R3UaSO66+vWRf900/hlVd8DSfVJTRJN7ONzexcM/sSeB84FcihZlm2gc657ZxzVzrnZicyFhERaZ5xpeNiqz8ztvoiSWfOHLjkEm9pIWmV9HdRJEx5Obz7bs1+27Zw8cX+xZMG4p6km+cIM3se+AG4CegL/AFMAA4NK/51vN+/JZhZjpmNNbMvzGyVma00s5mhGxLtYmi3h5mNMbNnzewbM1sb2haa2dNmNriJ+mPNzEWw9WlujCLSupQFy5g4e2JMbUyYPYGyYFmcIhLx0fz5cPLJ0K8f3HADvPSS3xGJD/R3UaSOdu3giy/g4YehVy8YNQq22MLvqFJa3NZJN7PeeD3lw4HN8HrLHfAe3prpzzjnAqGy8XrbFmdmWwFvAz1Dh9YAWUBBaCs2swOcc8ujbHcLYDE1owyq2rbQe/UEiszsEeA051xFI82tA35v5Pz6aGITkdZrwfIFDS4nFKlgRZCFyxcyYNMBcYpKxCfvvANPPlmzf+WVUFgIbVp8ih/xkf4uitSjbVs49VTvRuaaNX5Hk/Li+akyH7gI6A4sAq4C+jjn9nXOPVyVoKcyM8sEpuAlzD8CBznnOgIdgCIgAOwEPNlQG43IwEvI38S70dEj1HYnoB8wOVTuVGBsE2194JzbtJFtUTPiE5FWKBCMz5/uQHnKfwSIwPDhXi9RlXnz4Kuv/ItHfKG/iyKNaNsWOnf2O4qUl4hbv3cCfZ1zVznnFiagfT8NB7YPvT7OOfcGgHOu0jk3Efh76NzhZnZAlG0vB3Zxzh3onBvvnFsa1vZXwLHAq6Gy55hZdkz/EhGRCMRrmaCcdlpuSNJA27Zw+eWQnQ3/93+wYAH07+93VNLC9HdRRBItnkl6EK8n+ExgqZndY2a7xbH9ZDA89PUt59yH9ZyfAFTdmBgWTcPOuZXOuY8bOe+AR0K7nfCe8xcRSai8rnlkZWTF1EZ2Zja9uvZquqBIKjj5ZPj2W7jtNth0U7+jER/o76KIJFo8k/TNgLOAz4ENgNHA+2Y218wuMbMt4/heLc7MOgB7hnbrXVMglEhX9XYfnIAw/gh7nZGA9kVEasnNymVo/6ExtTG031Bys3LjFJGIzzIzoXt3v6MQH+nvogiweDEccwyUlvodSVqKW5LunFvhnLvbObcTsAtwL7AS2BpvHfQFZjbVzE6J13u2sL7UfL8aWy6u6tymZrZBnGPYL/S1HJjXSLl+ZjbbzNaEZp+fa2YPmtlOcY5HRFqBMQVjYqs/MLb6IiLJRn8XpdW7/nqYPBkGDoQjj/RWv5C4Sch0pM65T5xzZ+D1rp8MvIM3FH4/4KGwogeHJmNLBeG3zZc0Ui78XNxutZtZL+D00O5E51xj63ZshHdTYS3ezPP5wChglpldG6+YRKR1GNRjEIX5hc2qW5hfyMDuA+MckYiIv/R3UVq1xYvhkUdq9l9/3VuGTeImoWuGOOeCzrkS59xgoA9wHTVJrAHPAz+b2aNmdniSJ+zhs3s0tq5A+Lm4zAhiZu2BZ/Fmkf8Vbxb9+swHLgC2AbKdcxsCHYFDgFl43/NLzezcKN+/0XXXm/nPEpEUYWaUDCmhoHtBVPUKuhdQMqQkpZfdFInIr7/ChRfCxNjWzpbUYWY8dvRjUT+brr+LkhZmz4aOHWv2Tz0VttrKv3jSUIst7OmcW+icuxzYCjgcmIS3XncXvEnWpgA/xfM9zWxEUwlmE9uh8Yynmf+GTOApvEcI1gHFVTO/1xW6IXKzc26ec25d6Fi5c+51YC9gZqjoWDPT2ggiErGcrBymDpsacc9RYX4hU4dNjdssyCJJ6Y8/4NJLvWXZbrrJe71+vd9RSQt5/uvno1ovXX8XJW0ccQQsWgRXXQXdusHFF/sdUdppsSS9ivO86pw7HugBnAd8jdfL26Wl44lC+GKWHRopF34upgUwzSwDKAGOwbuh8ZdQwh0159wfwCWh3U5AxEvEOeessa058YhI6snJymFy0WSmj5rO8AHD/9SDlJ2ZzYgdRzB91HQmF03Whaikv3btYMoUWLXK2//2W3jiCX9jkhYRXB/kmnevqXVs/5776++itB5dusAVV8D336sXPQF8HV7unPsVuA24LbRc26lxfoungf/EUH9l2Ovw3useeLPY16dHA3WiEkrQnwROBP6/vfsOj6rK/zj+PmkTAgmgiAgIBBaUIoiGiGtH7GZBUMmKCioqqLu69g5rQ10sa+Gnoq6gKOiCIHalCSglLiBgASWAgBQRSCAwaef3x52ESUifSe7M5PN6nnky995z7nxJ7gz3O6cVAJdba/9b0/P5+C8b1z7Ac4lIPWSMIbVVKqmtUnnuvOfI3JlJdm42iXGJJDdN1mzFUr9ERcGoUTBwoLNtDKxa5WpIUjde/d+r/Jr1a/H28Uccz8wrZ5Kdm63PRalfNBa9VoTMGHBr7UJgYZDP6cVZvz0YfgAKcXofdKOcZdh8xwC2WGv/qMkL+bWgD+JAgq6BbiISUpI8SfRo0aPc49v3bicnL4e2TfQNu0Sw/v2hZ0/o0AFGjoRu3SqtIuGt0Bby1DdPldj30BkPYYyp9HNRRKQq6ry7e7iy1uYAC3ybZY5VN84sIOf4NmvULd2XoL9NyQR9Uk3OVYbefs8zg3ROEZESduTs4J4v7yH538nc8tktbocjUruiomDBAnjvPSXo9USUiWLO0Dlce9y1xETF0Lt1b87703luhyVSuwoL3Y6gXjHWanLuqjLGXIOzhJwFTrTWLip1/FKgqMW7r7V2ZjXP79+Cnk81WtCNMcZW8Mc0xnhwlsI7AdgLtLbW7qpOfBWc2wLoWhKRvII82j/Xno1ZG4v3ZVybwfEtj3cxKhGR2rF251r25O6h++Hd3Q5FpHYNGADNmsH990ObNm5HE5KKVm0IxpxdakmvnvHACnzLxxljzgQwxkQZYy4BxvnKfVJWgm6MGeU3c3y7UseKxqAXJeiXVbOL+6nGmC+NMVcYY1r7nTfWF+c8nAQd4KFgJegiIv5io2O56tirSux7cM6DLkUjIlK72jdtrwRdIt+iRfD++zBuHHTs6CTqUquUpFeDtTYf+AuwDmeCuC+NMXtxWqbfBZKApcDgGpz+JCC96KWA540xWyp4DCpV3+DM2D4B+NUYk2OM2e6L7UugF86Y+sestU/WID4RkSq59cRbaRLfpHj74zUf882v35RfQSRSqYeZiESCBx448Dw3Fzye8stKUChJryZr7TqgO/AQsBInoc4DvsVZTq63tXZnDU7t/7eIBQ6v5NGgVP0VvtefAqwG9uEsabcPWA68ABxrrb2vBrGJiFRZk/gm3HbibSX2qTVd6pX9++GFFyA1FfbtczsaEZGay8uDP/0JYmOd7UMPhZtvdjemekBj0iVgGpMuIqVle7NJ/ncyO/btKN43d+hcTm17qotRidSBDz6AG2+Ejb55GZ59Vje0EWDX/l1cN+M67jzpTlJaprgdjkjdy8yEhx92Jsi89Va3owlJGpMuIiIhLdGTyJ0n3Vli3wOzH9CXeRL5EhIOJOgAo0dDTo578UhQPPPNM7z3/Xv0GteL/pP689PvP7kdkkjdSk6G119Xgl5HlKSLiEituLHXjTRv2Lx4+6v1XzErc5aLEYnUgTPPhFNOObDdoQNs3epePBKwHTk7eGbhM8Xb03+aTnZutosRiUikU5IuIiK1omFcQ+45+Z4S+9SaLhHPGHjoITjhBPjsM5g/32mBkrA15usxJZLyfkf1U5d3EalVGpMuAdOYdBEpz/78/XR4rgObszcX7/v4so85r+N5LkYlUgesdRJ2CWvb9m4j+d/J5OQdGLKwfPhyLbsmka2wEHbvhqZN3Y4krGhMuoiIhIX4mHjuO6XkohIPznmQ3ft3s2zLMuatn8eyLcvI8ma5FKFILVGCHpayvFklPpsemvNQiQT9ki6XKEGXyPfuu04PoEcegWwN7XCDWtIlYGpJF5GKePO9dHqhExt2byjeFxsVS15hXvG2J9pDerd0RqSMILVVavG30SIitc1ay+JNixmbMZbJKyfjLfCWW3bVDavocliXOoxOpI7l50PXrrB6tbN96KHOsJ2jj3Y3rjCglnQREQkbnhgPd/z5jhL7/BN0AG+Bl/HLx9P7td70m9SPbK++uZcIVFCgmd5DTLY3m36T+tH7td5MWD6hwgS9VWIrjkw6sg6jE3HBm28eSNABDj8cOnZ0L556Skm6iIjUqmxvNm8se6PK5WesnkGfCX2UqEvksBamT4cePeCBB9yORnyyvdn0mdCHGatnVKn8puxN+mySyHfccXDBBQe2H3oIoqPdi6eeUnd3CZi6u4tIeay19JvUr8o3wf7SOqUxPX26ur5LeMvNhTPOgK+/drY9HlizBo5Ui6yb9NkkUolvvnFa1V94AaLUrlsV6u4uIiJhYfGmxTW6CQanRX3J5iVBjkikjsXFQfv2B7a9XvjnP92LRwB9NolU6sQTYexYJegu0W9dRERqzdiMsYHVXxJYfZGQ8M9/QkyM87x9e+jb1914RJ9NIhLS1N1dAqbu7iJSlixvFs3/1bzCiZgq44n2sO2ObSR5koIYmYgLRo1yJmC65hqndV1co88mEakN6u4uIiIhb+3OtQHdBIMz63vmzswgRSTiolGjYMQIJeghQJ9NIqUsXQp5eZWXkzqjJF1ERGpFsGZAzs7VTMoiEjz6bBLxs3OnM7nl0UfDhAnOUpHiOiXpIiJSKxI9icE5T1xwziMiAvpsEinh6adh925YuxaGDIEbb3Q7IkFJuoiI1JL2TdvjifYEdI74mHiSmyYHKSKREJSR4ayjLnVGn00iPjt2wLPPltx37bWuhCIlKUkXEZFakeRJYlC3QQGdY1DXQZqYSSLTsmVw/vnQqxd88IHb0dQr+mwS8TnkEHjrLTjmGGd7wAA4/nh3YxJAs7tLEGh2dxEpz6KNi+j9Wu+a1x+2iNRWqUGMSCQEfPEFnH32ge0uXeC77yA62r2Y6hl9Non4KSyE995zkvUuXdyOJmxpdncREQkLqa1SSeuUVqO6aZ3S6NWyV5AjEgkBp58OHToc2P7+e3jnHdfCqY/02STiJyoKBg1Sgh5ClKSLiEitMcYwccBEUlqmVKteSssUJg6YWPyttEhEiY2FRx5xnjduDI89Bhdd5G5M9UzRZ1Pbxm2rVU+fTSJSF5Ski4hIrUr0JDLrylnVarV65uxngjYDs0hIuvRSeOopZ0ble+6Bhg3djqjeiTJR7M/fX+XyaZ3SmHXlLH02iUitU5IuIiK1LtGTyPT06SwatoghPYYcNLNyTFRMie2H5z1cl+GJ1L2oKLj1VmfiJnHFvxf9m617txZvN0todtBnU3xMPEOPHcqiYYuYnj5dCbqEvxUrYPp0rSoR4jRxnARME8eJSHVlebPI3JlJdm42iXGJNIlvwrEvH8uu/buKy8y8ciZ9kvu4F6SIRKwdOTto/1x7srxZxfvmDJlDzyN6lvhsSm6arFncJbKcfbYzeeVJJ8G//gUnnuh2RBEjmBPHxVReREREJLiSPEn0aNGjxL67T7qbu2feXbw9b/08JekiUitGzx9dIkE/70/ncVq70wAO+mwSiRiff+4k6AALFjjLQP76KzRq5G5cchB1dxcRkZDw9xP+TqvEVpzd4Wy+ve5bRp4+0u2QROreL7/ApEluRxHRNuzewPOLny/eNhhGnznaxYhE6sjLL5fcvuceJeghSt3dJWDq7i4iwbJ1z1YOb3S422GI1L3ffoOHH4Zx4yAmBtasgdat3Y4qIl01/SreWPZG8fbl3S/nzYvedC8gkbqSlwevvAL//CfEx8NPP0GDBm5HFTGC2d1dSboETEm6iIhIgIYOhfHjD2xfe61zMy1BtXLbSnq81INCWwhAbFQsP930E8lNk12OTKQOZWfDzz9Dz55uRxJRgpmkq7u7iIiIiNseeMBpQS/yzjuwc6d78USoe2feW5ygA4xIGaEEXeqfxEQl6CFOSbqIiIS83ft3ux2CSO3q0MFpPY+Odn7+8AM0bep2VBFlwYYFzFg9o3g7MS6R+0+938WIRETKpiRdRERC1q+7f+Wa6dfQ/rn27MjZ4XY4IrVr5Ej4/nunm7vGowfdMYcfwwOnPkBCbAIAt//5dg5reJjLUYmIHExj0iVgGpMuIrVh/LLxXP/h9XgLvADcduJtjDl7jMtRiUi427JnC099/RQjTx9JozjNbC0RbMMGuOkmZ1LKHlpasLZp4jgJKUrSRaQ2LN+ynJ4v98TifLZ4oj2s/ttq2jRu43JkIiIiYaBoQkpj4IorYPRoaNnS7agiliaOExGRiNejRQ8Gdx9cvO0t8DJyjtZOFxERqdR338GECc5za2HSJPB63Y1JqkxJuoiIhKyHTn+I2KjY4u0JyyewatsqsrxZLNuyjHnr57FsyzKyvFkuRilSi3btgvvug48/djuSsKHPBxFg9WpnFvciN9wAyVrJIFyou7sETN3dRaQ23fzJzTy3+Lni7dZJrdm+d3vxWHVwusKnd0tnRMoIUlulFnc5EwlbXi8895zTPXXnTujSBZYvL7lMmxSz1rJ402LGZoxl8srJJT4fYqNiueyYy/T5IPXPjh3w6KPw1lvOpJTNmrkdUUTTmHQJKUrSRaQ2bdu7jfb/bs/evL1VKp/WKY2JAyaS6EmsvLBIqMrNhc6dYe3aA/v+7/9g+HD3YgpR2d5sBk8dXGJ5tfLo80HqpZwcSEhwO4qIpzHpIiJSbzSIaUDj+MZVLj9j9Qz6TOhDtje7FqMSqWVxcU4rur/Vq92JJYRle7PpM6FPlRJ00OeD1FNK0MOOWtIlYGpJF5HaYq2l36R+Vb4B95fWKY3p6dPVtVXCl7Vw8skQGwtPPQXHH+92RCFFnw8iEkrU3V1CipJ0EaktizYuovdrvWtef9giUlulBjEikTq2cyc0aeIsoSQl6PNBpBR1a3eVuruLiEi9MDZjbGD1lwRWX8R1TZsqQS+HPh9E/OzeDR06wE03wbZtbkcjAVKSLiIiISnLm8XklZMDOseklZO0/JJIBNLng0gpTzwBW7bAiy86yfrEiW5HJAFQki4iIiFp7c61JZZRqglvgZfMnZlBikgkhGRnQ2Gh21G4Rp8PIn42boRnnjmwvWcPdOzoXjwSMCXpIiISkoI1+3J2rmZxlgiSnw+vvAJ/+hNMDqwlOZzp80HET1wcXHEFRPlSu0svhVTNtxDOlKTXgDEm0Rgzyhizwhizxxiz2xizxBhzmzEmLoDzjjLG2Co8/lTJeY4zxrxljNlojPEaY34zxrxvjOlT09hEROpasNYxTozTesgSIX79FXr2hOuvd8ac3n037NvndlSu0OeDiJ/mzZ0v71asgIsugkcfdTsiCZCS9GoyxrQFvgNGAt0AA3iAFGAMsNAY0zTAl8kDtlbwyK8gvmHAImAw0ArYBxwO9AdmGmNGBRibiEidaN+0PZ5oT0DniI+JJ7lpcpAiEnFZy5YlJ5HbsAH+/W/34nGRPh9EytClC0yd6vS0kbCmJL0ajDExwAygHfAbcJa1tiGQAKQD2UBP4K0AX+pra22LCh7ryonvROAlIAaYBhxprW0CHAa87Cs20hhzaYDxiYjUuiRPEoO6DQroHIO6DiLJkxSkiERcFh3trJdepHdvOP1018Jxkz4fRCSSKUmvniHAMb7nA621XwJYawuttZOB633HzjfGnOlCfE8C0cAK4FJr7UZffDustcOBz3zlnjDGRLsQn4hItdyQckNg9XsFVl8k5Jx1ltPdfdIk+PprJ1Gvp/T5ICKRSkl69Qzx/Zxtrf2mjOOTgKJpQq+sm5Acxpj2wMm+zTHW2rwyio32/WwHnFoXcYmIBCK1VSppndJqVDetUxq9WvYKckQiIeCll2DQoHq/fro+H6ReW74cdu1yOwqpJUrSq8gYkwCc5Nv8pKwy1loLfOrbPLsu4vJzlt/zT8spMx+nSz7UfXwiItVmjGHigImktEypVr2UlilMHDARU8+TGJFIps8Hqbf274cBA5z10J95BryBLUcooUdJetV15sDva2UF5YqOtTDGHFLD1+pqjFlpjMnxzR7/kzFmnDGmZwV1uvl+brPWbiurgLW2APix6DVqGJuISJ1K9CQy68pZVW4xizbRvD3g7aDN/iwioau6nw9pndKYdeUsfT5IeHv6aVi7Fv74A269Ffr3dzsiCTIl6VXX0u/5pgrK+R9rWW6pijXD+VJgH87M8Z2AYcC3xphHKomvotj8j1c5tsqWhKvqeUREairRk8j09OksGraIIT2GHDSrc5Q58N9ZgS1g9PzRpU8hEtkKC+Hdd5111OuZyj4f4mPiGXrsUBYNW8T09OlK0CW8ZWfDE0+U3Pf3v7sTi9Qa4/TQlsoYYy4DJvo2O1prfy6n3FnA577NP5czdr281xiMkzxPBzKttXm+dddPBx4DjvcVvd1a+1Spup/jdHlfYK09mXIYYyYClwGrrbVHVTGuKl0kupZEpK5kebPI3JlJdm42iXGJ5Bfm0/u13uQXOgmKwbDk2iUc3/L4Ss4kEgHmzHFa05YuhbFjYcQItyOqddnebDbs3kDX5gd3DCz9+ZDcNFmzuEtkWbECbr4ZZs+GCy+EGTPcjkigeAiNtTbgsTQRnaQbY4YC/wngFOdZaz/1navWk/SKGGPiga+AXsAeoLW1drff8VpL0qsQmwUl6SLirn98+g+eXfRs8fZJR57EvKvmadypRLb58+GUUw5sN2sGP/8MjRu7F1MduG/mfTyx4AmGpwznn6f/k0MTDnU7JJG6ZS1MmQI9ekDHjm5HIwQ3SVd396rL9nueUEE5/2PZ5ZaqJmvtfuBe32YjoPQSb0WvVVFs/seDFpuISCh48LQHObTBgRv1Bb8u4N1V77oYkUgdOOkk51Hk99/htdfci6cOZO7M5KlvnqLAFvDikhfp+HxHtu0tczoekchlDFx8sRL0CBXpSfo7wGEBPGb6nWuz3/NWFbym/7HN5ZaqGf9W+faljhW9VkWx+R8PdmwiIq5q2qApD53xUIl9d355J/vy9rkUkUgdMMaZRAqgVSsYPx5uucXVkGrbnV/eibfgwGzWZ3U4i+YNm7sYkYhIcEV0km6t9Vprfw/g4b/W+A9Aoe95tzJejlLHtlhr/6iVf1jZimaVb26MOaysAsaYaOBo3+aqOolKRKQOXXf8dXRrfuAjesPuDTz1zVMV1BCJAKmpTrfXn36CK6+EqMi9vZu7bi7//f6/xdvxMfE82fdJFyMSEQm+yP0UDzJrbQ6wwLd5bllljDMQ4Rzf5udllQlQb7/nmaWOfeH3vMz4cNZ5L5rStDbiExFxVUxUDM+c80yJfaPnj2ZTVmULX4iEuQEDoGFDt6OoVQWFBfzjs3+U2Hf7ibfTtklblyISqSP33w/PPQd5eZWXlYigJL16xvt+nmGMOaGM45dwoBv6hOqc2FQys5ExxgM86tvcS8mu+Fhr1wLzfZu3GWNiyzjN3b6f63EmoRMRiTh92/flL0f9pXg7Jy+He2be42JEIhIMbyx7g6VblhZvt0xsyV0n3+ViRCJ1YMUKePxxZzb3Y4+FmTMrrSLhT0l69YwHVgAGmGKMORPAGBNljLkEGOcr94m19qB3kDFmlN/64u1KHT7VGPOlMeYKY0xrvzqxvteZBxR9MfCQtXZXGfHdBRQAPYBJxphWvnMcYowZC5znK3entbag2v96EZEwMeasMcRGOd9VeqI9tGncRitQiISxLG8W9866t8S+0WeOplFcI5ciEqkD1jrJeYHvtv3772HSJHdjkjoR43YA4cRam2+M+QswG2gHfGmMycH5siPeV2wpMLgGpzc4M7YXJf77cFrMGwNFreKFwOPW2jIHX1lrvzbGDAf+DxgADDDG7PKdo6il/p/WWk13LCIRreOhHfn7CX9n/e71PNn3SZKbJrsdkkjd+/preOopeOstaNDA7WgC8uhXj5aYwT21VSqXd7/cxYhE6kB2tpOoF2ncGB59tPzyEjEiep302mKMSQRux0mEk3GS59U4s8k/b63NLafeKGCkbzPZWrvO79ihwFDgROAYoBmQBOTgjD+fB7xirV1RhfiOA24DTsOZpX4nzszwz1trZ1XrH1sFWiddREJRoS0kyhzcYSzLm8XanWvJ9maT6EmkfdP2JHmSXIhQpJasWwd33QXv+r6Tf/RRuPfeCquEktLvUYATXj2B3IIDt1dfX/01Jx55olshitSdovXQb7sNbr3VaVmXkBTMddKVpEvAlKSLSKiz1rJ402LGZoxl8srJJZZv8kR7SO+WzoiUEaS2SqWSKUJEQt+XX8JZZx3YbtQIVq+GI45wL6ZKVPQejTJRFNrC4u3LjrmMiQMmuhGmiHtyciA21nlISFKSLiFFSbqIhLJsbzaDpw5mxuoZlZZN65TGxAETi1vvRMLWhRfCRx85z1u3hv/+F04oa85b91XnPRplolg5YiWdD+tcB5GJiFSdknQJKUrSRSRUZXuz6TOhDxmbM6pcJ6VlCrOunKVEXcLbjz/CccfBTTfBgw86rekhSO9REYkUStIlpChJF5FQZK2l36R+VWqdKy2tUxrT06er67uEt99/h2bN3I6iXHqPipRhwwZo2RJiNL93uAlmkq4l2EREJCIt3rS4Rjf/ADNWz2DJ5iVBjkikjoVwgg56j4ocJD8fLrjAWQ99VtDnepYwoiRdREQi0tiMsYHVXxJYfRGpmN6jIqW89BKsXAmrVsGZZ8Lf/+52ROISJekiIhJxsrxZTF45OaBzTFo5iSxvVpAiEgkh335bcu1lF+g9KlLKzp3wwAMl9510kjuxiOuUpIuISMRZu3NtiSWcasJb4CVzZ2aQIhIJAZs3Q3o6pKTAtGmuhqL3qEgpTZrAuHHQpo2zfeqpcOmlroYk7lGSLiIiESfbmx2c8+QG5zwirsvIgKOPhsm+1uubb4Y9e1wLR+9RkVKMgYsvhh9+gJEj4bnnnH1SLylJFxGRiBOspZkS47TEk0SI7t2hVasD27/+Cs8+61o4eo+KlCMhAUaNgh493I5EXKQkXUREIk77pu3xRHsCOkd8TDzJTZODFJGIy+LiYKxvorXYWLj3Xrj1VtfC0XtURKR8StJFRCTiJHmSGNRtUEDnGNR1EEmepCBFJBICzjgDnnwSli+HRx91WuxcoveoiEj5lKSLiEhEuiHlhsDq9wqsvkhIuuMO6NzZ7SgAvUdFeOklrYcuZVKSLiIiESm1VSppndJqVDetUxq9WvYKckQi4k/vUanXfv4ZbrnFWQ/94oth3Tq3I5IQYqzL62RK+DPGWABdSyISarK92fSZ0IeMzRlVrnPcEccxZ8icoE1sJSLlW75lOT1f7oml6vcQKS1TmHXlLL1HJXxZC337lmxFHzwY3nrLvZgkYMY3G7+1NuBp+dWSLiIiESvRk8isK2dVubUurVOaEnSpf3791WnJW7iwTl/WWssdX9xRrQQ9rVOaEnQJf1u3wsaNB7YTEuCxx9yLR0KOknQREYloiZ5EpqdPZ9GwRQzpMeSgGaXjY+K5vPvlLBq2iOnp03XzL/VHXh6MGeOMUZ8yBYYPh/z8Onv5d1a+wxdrvyje9kR7GNh5YJnv0aHHDtV7VCJHixbOBI733QcxMU6C3qaN21FJCFF3dwmYuruLSDjJ8maRuTOT7NxsEuMSSW6arBmipX7avRuOOspp1Svy7LNw8821/tJ/7PuDo184mu0524v3jTlrDLf9+Ta9R6V++eEH6NQJoqPdjkQCFMzu7jEBRyMiIhJGkjxJ9GjRw+0wRNzXuDE8/bQzFhactdRzc+vkpe/64q4SCfqxLY7l5t7OlwN6j0q9EiKrLUhoUUu6BEwt6SISib7b+h3Ltyznih5XuB2KSO0pmsAqJgZeeAE6dqz1l9y9fzddx3ZlU/YmAKJMFAuvWUivVpqtXUTClyaOExERqSU5eTnc9cVdHPfycVw741rW7FjjdkgitccYmDYNPv20ThJ0gMbxjVl1wypu6nUTBsNNvW5Sgi6Rb/Fi50sxkSpQS7oETC3pIhJJrp9xPa/875Xi7TOTz+SLK74o/oZcRIJn8abFdG7WWZPBSWSbPRv69IELLoD/+z848ki3I5JaEMyWdCXpEjAl6SISSTbs3kCXF7uwN29v8b4J/Seo27uIiFTfvn3QvTv8/LOz3agRfPQRnHqqu3FJ0Km7u4iISC1p07gND5/xcIl9t35+KztydrgUkYhL1q2D9evdjkIkvP3f/x1I0AEOOQR69nQvHgkLStJFRERK+dsJf+O4I44r3v4953fu+OIOwFnCbdmWZcxbP49lW5aR5c1yK0yR2pGb66zb3KWLs3Z6DXrKlX6fLNiwgNyCupk5XiSk/O1vzvvJ43G2X3oJEjW8Qyqm7u4SMHV3F5FI9O3mb0l9NZVCW1i87+wOZzN33Vy8Bd7ifZ5oD+nd0hmRMoLUVqkauy7hrbAQTjgBMjIO7HvvPbj44kqrWmtZvGkxYzPGMnnl5BLvE4DGnsY8cdYTXHfcdXqfSP2zejW8/z7cdZfbkUgt0Zh0CSlK0kUkUv3j03/w7KJnq1w+rVMaEwdM1CRYEt6efLJkItGlC6xYAVHld8DM9mYzeOpgZqyeUenpuzTrwsJhC/U+EZGIoiRdQoqSdBGJVL9l/0bbZ9uSV5hX5TopLVOYdeUsJSASvvLynDGzq1Y5s1GPGwdHHFFu8WxvNn0m9CFjc0a5ZUrT+0REIo0mjhMREall1lqu//D6aiXoABmbMxg8dbC+uJTwFRsLr73mPGbMqDBBt9YyeOrgaiXooPeJRLDCQq2HLgFTki4iIlKGxZsWV6nrbllmrJ7Bks1LghyRSB064QS4+mqoZOy43icipYwbB2eeWXJGd5FqUpIuIiJShrEZYwOrvySw+iLhQO8TET+bNsGdd8Ls2XDMMc78DgUFbkclYUhJuoiISClZ3iwmr5wc0DkmrZyk5dkkMu3YAeh9IlKCtXDjjZDlu57374fp0yvtjSJSFiXpIiIipazdufag5aOqy1vgJXNnZpAiEgkB+/c7rYQdOkBmpt4nIqWdeSY0bOg8j4uDV1+tcFUEkfLoqhERESkl25sdnPPkBuc8Iq5buRJSUuBf/4Ldu+Gqq8jevzsop9b7RCKCMfC3vzmrIpx7Ltx/P3Tu7HZUEqZi3A5AREQk1ARrWajEOC0vJRHC44G1aw9sz51L4gefBuXUep9IRGnbFj7+2JnlXaSG1JIuIiJSSvum7fFEewI6R3xMPMlNk4MUkYjLOnZ0JsEqcvnltL90uN4nImUxBqKj3Y5CwpiSdBERkVKSPEkM6jYooHMM6jqIJE9SkCISCQE33ADp6TBlCrz5Jkkt2up9IiJSC5Ski4iIlOGGlBsCq98rsPoiIScqCt55BwYMKN6l94nUay++6MzXIBJkStJFRETKkNoqlbROaTWqm9YpjV4tewU5IpHQo/eJ1FuffQY33QTHHQcjR4I3sJUORPwZa63bMUiYM8ZYAF1LIhJpsr3Z9JnQh4zNGVWu06xBM9bevDZok8+JhLqavE9SWqYw68pZep9IeNq6Fbp3h23bDuy791549FH3YhLXGWMAsNaaQM+llnQREZFyJHoSmXXlrGq1FP6+73e+WPtFLUYlEhqKvpxPzIVZS7qQVvCnKtVL65SmBF3C26+/lpwYrn17uOsu9+KRiKOWdAmYWtJFJNJZa1myeQljl4xl0spJeAsOdGuMj4knuUkyP/z+Q/G+QxocwooRK2iZ2NKNcEVqXX5hPv0m9eOv0ccy+O6JmHXrsQaWfPgKY3MXlPk+Se+WzoiUEfRq2au4xUkkbG3fDkOHwuefw4IFkJrqdkTismC2pCtJl4ApSReR+iTLm0Xmzkyyc7NJjEskuWkysVGx9BrXi1XbVxWXO6v9WXx6+adEGXVak8jz6FePcv/s+wFIXwFjP4Km+4EOHWD5crJiCg56n2gWd4k41sK330JKituRSAhQki4hRUm6iAgs37Kc1FdTyS3ILd737DnPcnPvm12MSiT4lmxawp9f/zP5hfnF+/4zDYYuw5lI64knICHBrfBERFyhMekuM8YkGmNGGWNWGGP2GGN2G2OWGGNuM8bE1fCc7YwxthqP/5RxjjeqWDcm8N+CiIj469GiB4/2KTlp0F1f3sWKrStcikgk+Pbm7mXw1MElEvS0Jicw5I8j4csv4fnnlaCLiARILenVZIxpC8wB2vl25QDRgMe3vRQ401q7s5rnPRJYUkmxeKCx7/mN1tqxpc7xBjAE2A/sruA8ray1BdWJryKBtqTn5uaSlZXFvn37KCwsDFZYIjUSFRVFgwYNSEpKIi6uRt+5ST1WaAvpO6Evs9fNLt53TPNjWHztYuJj4l2MTCQ4rp9xPa/875Xi7eYNm7NixAqaRydBvK5xiVCTJ0NSEpx3ntuRSAhTd3eX+Fqg/wccA/wGXGmt/dIYEwVcAowDEoGPrbUX1MLrPw/cBOwDWlprd5U6/gZOkj7eWjs02K9fQVw1StKttWzZsoVdu3bVRlgiAWvSpAktWrTQBEdSLb/u/pXuL3Vn1/5dxftuO/E2xpw9hixvFmt3riXbm02iJ5H2TdtrnK6EpLKu1Tnr5tBvUr8S5T667CPO73i+S1GK1IHVq5210PfuhX/8A0aPBo+n8npS7wQzSVe35+oZgpOgAwy01n4DYK0tBCb7kvW3gfONMWdaa2cG64WNMfHAYN/mlNIJejgqnaDHxsYSExOjhEhcY60lPz+fvLw8gOLr84gjjnAxKgk3RzY+kpcvfJlB/x1UvO+7rd9x5ftX8u6qd0vMeO2J9hTPeJ3aKlWff+Iqay2LNy1mbMZYJq+cfNC1WtoNKTcoQZfI5vVCerqToAM88wxkZcGrr7obl0Q8taRXgzHmK+AUYLa1tk8Zxw3wC5AMTLDWDgnia18GTPRtnm6tnVtGmTcIk5b03NxcfvnlFwDi4uJo1aoVHo9HN6jiOmstXq+XTZs2kZvrTADWoUMHdX2Xarvy/SuZ9uM0/nTIn1i6ZWml5dM6pTFxwEStHS2uyPZmM3jqYGasnlGl8h0P6ciy4ctIiK1g/Pnvv8M998DDD0OLFkGKVKQOZWbC2WfDzz8724mJsHSps4qBSCmaOM4FxpgE4CTf5idllbFOlvqpb/PsIIdwje/nmrIS9HCTlZVV/LxVq1bEx8crQZeQYIwhPj6eVq1aFe/Lzs52MSIJV4/1eYzkJslVStABZqyeQZ8Jfcj26nqTupXtzabPhD5VTtABYqNjKSisYHqbGTOgWzenxXHQIPD1UBIJK8nJ8L//wRVXONsvvaQEXeqEkvSq68yB39fKCsoVHWthjDkkGC9sjGkPnOHbfK0KVc40xqw2xuw3xmT5ZqF/1hjTMRjxBMO+ffsAp4u7R+N6JAR5PB5iY2MByMnJcTkaCTfWWm74+Aa+2/ZdteplbM5g8NTBWtJS6oy1lsFTB5OxOaNa9b7f/n351+q6dTBgAGzd6mx/9RXcdVfgwYq4ITERJkyAefPgssvcjkbqCSXpVdfS7/mmCsr5H2tZbqnquRowQD4wvgrlWwPtcWaeTwC6ATcDK40xI6r74pUt6Vbd8wHFs7hrDLqEKmMMMTHOtB1adUCqa/GmxdVqlfQ3Y/UMlmyubLEPkeColWu1XTt46qkD23FxcPTRNQtQJFScfLLbEUg9oiS96vwHCVbUrOZ/LOCBhcaYaGCob/Mja+2WCor/D2f293aAx1p7CJAEDMQZKx8HjDXGDAw0rmBRgi6hTNen1NTYjLGVF6qo/pLA6otUVa1dq3/7m9Pq2KqV05J+3XUBvY6ISH0S0Um6MWZoZa3AlTzOdfvfAJwLFA2OrXAqSWvtc9baF62164vWQbfW5lhrpwInAJm+ok+ZamQf1lpT0aMG/yYRkYiV5c1i8srJAZ1j0spJZHmzKi8oEoBavVaNgVdeccbznnBCQK8hUme++QbeesvtKEQiO0kPMv+ZfCqYyrTEsWDM/jPM93MT5UxYVxXW2h3AY77NtkDPAOMSEZEyrN25tsTSVTXhLfCSuTOz8oIiAaj1a7VhQ2jePKDzi9SZXbvgr391JokbMgT27HE7IqnHIn2d9HeADwOov9vv+Wa/562A8mYDauX3fHM5ZarEGHM4cKFv842i1vEAfOP3vD1O93gREQmiYM3Onp2rWd6ldrl6rebnQ0yk34ZK2LAWrr0W1q93tidMgA0bYPZsd+OSeiuiW9KttV5r7e8BPPzXC/kBKJo9qlsFL1t0bIu19o8A/wlX4nyRYoHXAzyXyEFOP/10jDGMGjWqVl/nlFNOwRjDokWLgnbOxx9/HGMMDzzwQNDOKRIMwVrnPDFO66VL7XLtWv3pJ+jZEz6pcQdBkeDavRt++eXAtjGg+wtxUUQn6cFkrc0BFvg2yxyr7hvnfY5v8/MgvGzR2uizrbVrg3C+3n7P1Y8yglhree+997joooto27YtDRo0oFGjRnTo0IGTTz6ZW2+9lffff7/E+vR1ZcqUKcyfP5/zzz+fE4I4LvGmm26iWbNmPP3002zaVNGCCyJ1q33T9niiA1taMj4mnuSmyUGKSKRsrlyr06ZBr16wcqUzsdzaYNzeiASoSRNnPPottzjb99wDffq4GZHUc0rSq6do+bMzjDFlZRuX4HQjB5gQyAsZY04GjvJtVjhhnK98hRO4+dZsv9e3+SuwNJD4JHTs2rWLM844g0svvZRp06axYcMG8vPz8Xg8bNiwgQULFvDMM88wYMAApk6dWqJumzZtOOqoo2jWrFmtxJaXl8ddvrVxg91a36hRI2677TZycnLUmi4hJcmTxKBugwI6x6Cug0jyJAUpIpGy1fm16vXCHXdAtq97/K5dMHCg0/VdxG0eDzzzDMyZA7Xcw1CkMkrSq2c8sAJnzfIpxpgzAYwxUcaYS4BxvnKfWGtnlq5sjBnlN3N8u0peq2jCuD+AqRUV9LncGDPVGDPQGFM8S4sxpoExpj/OePSiLxDusNZq4ecIceWVVzJ37lyio6O57bbbWL16NV6vlx07drBv3z6WL1/OE088QY8ePQ6qO2HCBH788UduuummWoltypQp/PLLL6SkpNCrV6+gn3/YsGHExMTw5ptv8ttvvwX9/CI1dUPKDYHV7xVYfZGqqtNr1eOBKVOgQQNnu1EjuP9+jU2X0HLaaRAb63YUUs8pSa8Ga20+8BdgHc4EcV8aY/YCe4F3cdYkXwoMDuR1jDFJOK3yAG9Za6sy9Wo0cBHwX2CrMWaPMeZ3nBnm3wc6AV7gRmttYOutSMhYs2YNM2bMAOCRRx5hzJgxdOzYkago560dExND9+7dufPOO1m2bBmDBgXWYlJdL730EgCXX355rZy/WbNmnHPOOeTn5/P665q2QUJHaqtU0jql1ajuyW1OplfL4H+pJVKWDk07kBBT0aI15UvrlFb9a7V7dxg3Do4+GhYvdlrSRUSkBCXp1WStXQd0Bx4CVuJM6pYHfAvcDvS21u4M8GXSObCUW6Vd3X1mA/fhzGb/iy+mxkAWsAR4AuhsrR0bYGwSQpYtW1b8vF+/fpWWb1DUeuFT0cRx7dq1wxjDG2+8QW5uLv/617/o0aMHDRs2pHHjxvTp04dPP/203NdavXo1c+fOxRhDenr6Qcd37NhB69atMcbQv3//Ms+Rn5/PSSedhDGG7t27s3///oPKXHbZZQCMGzfuoGMibjHGMHHARFJaplS77poda9icHdDiICJVkleQx6X/vZSc/Jxq101pmcLEAROpZLRd2QYPhmXLoHPn6tcVCYbXXoObb4aCQBdOEqkdStJrwFqbba0daa09xlrbyFqbZK1NsdY+Za3NraDeKGut8T3WVVDuFb9yK6oY03pr7WPW2jRr7Z+stU2ttbHW2kOstanW2ruttZosLoJt3LixVs67Z88eTj31VO68805++OEHoqKiyMrKYvbs2Zx//vnltmB/9tlnAHTq1InDDz/8oOOHHnooEydOJCoqiunTp/Piiy8eVGbUqFF8/fXXNGjQgEmTJhEfH39QmVNPPRWA9evX88MPPwTyTxUJqkRPIrOunFXtFvWte7dy0eSLyC/UOF2pXf/47B/MXlf9JabSOqUx68pZgc0O7wlswjqRGps5E4YPh+eeg/79tR66hCQl6SJhrFevXsWtGEXj0YPtwQcfZOPGjUybNo29e/eSnZ3Njz/+SO/evbHWcvPNN7N79+6D6n311VcApKamlnvu0047jfvuuw+A22+/nRUrDnwnNWfOHEaPHg3AM888Q5cuXco8R+vWrWnZsiUAc+fOrdk/UqSWJHoSmZ4+nUXDFjGkx5CDZtKOj4ln6LFDefnCl4kxzrjc2KhYhqcMJyZK43Sl9rzy7Su8uKTkl6NP9n2y0mt10bBFTE+fHrTl2w6yYwfk5VVeTqQm1qwpOVnhhx9CLc3LIxII3QFI6GvX7sDz3r1h0qSDy2RlOePcipx9NrzyysHlNm6Ek08+sH3xxTBmzMHlvv8ezj//wPbVV8ODDx5cbuFC8O/KfcstB5bv8Pf5505MQdauXTuGDRvGuHHjWLFiBUcffTTHHnssJ554Iscffzypqal07dq1Zt0RfXJycvj66685+uiji/cdddRRfPDBB7Rp04Y9e/bw4YcfMnhwyakYitZEL2vCOn8jR45k1qxZLFiwgPT0dDIyMsjJyeHyyy+nsLCQAQMGcP3111d4jp49e7J582a++eYbhg8fXsN/qUjtMMaQ2iqV1FapPHfec2TuzCQ7N5vEuESSmyYXz4wdbaK5d9a9TL10Kie1OcnlqCWSfbX+K278+MYS+67ofgW3//n24uu1omu11mRkOAnURRfBs8/W7mtJ/XTkkXDuuTDZNz1T69bw2GPuxiRSBiXpEvrWrz/w3D9h91dYWLLctm1ll8vPL1nu99/LLpebW7LcH3+UXW7//pLldu0qu1xO9cf7VdXYsWNp0aIFTz/9NHv37mXp0qUsXXpghb3mzZszePBg7rrrrjK7nVfm4osvLpGgFznssMM48cQTmT17Nt99912JJN1aWzzb+mGHHVbh+aOjo3n77bc59thj+f7777n55pvZunUrmzZt4sgjj+TVVyuflqFoCbnNmzWOV0JbkieJHi3K/uLqmuOuYWCXgTSJb1Ju/SxvFmt3riXbm02iJ5H2TdtrqTYpV1nXy859Oxn47sASwylSW6XyStorJb7QreharRWvvw433OAs0/bvf0NqqrOOukgwxcfD229Dhw5Od/cPPwRfbzyRUKIkXSTMxcTE8NBDD3HbbbcxY8YM5s6dy5IlS/jhhx/Izc1l27ZtPPPMM7z55pt89NFHFXY/L8sJJ5xQ7rGibuZ/lPoSY9euXeT7upIdcsghlb5GmzZtGDduHBdffHHxBHDR0dG89dZbNG3atNL6Ra+xffv2SsuKhLKyEnRrLYs3LWZsxlgmr5yMt+DAgh+eaA/p3dIZkTKC1FapAfWakchQ2fWSEJvAzv0H5rdtmdiS9we9T3zMwXN+1BlrnbWpvX6L2Qwf7rR4VuH/EJFqiYqCRx+FG29Ugi4hS0m6hL62bQ88b9Gi7DJRUSXLNW9edrmYmJLlfC2wB4mLK1muvJuE+PiS5Zo0KbtcQs2Wt6mOxo0bc/nllxcvd7Z//37mz5/Pc889x4wZM/j9998ZOHAga9asKXMCtvIkJpY/7jDGt7ZtXqnxg/6zsHuqODnQwIEDGThwIFOmTAGcMepFk8JVpmjW+rJmfxcJZ9nebAZPHcyM1TPKPO4t8DJ++XjGLx9PWqc0Jg6YWHtjhSXkVeV68U/a46LimDZoGi0TXU5UjIGXXoLvvoPly53/mydNUoIutUsJuoQwJekS+tatq7xMUlLVyrVuXbVyXbpUrVzv3lUrVwvj0SsTHx9P37596du3L0OHDmX8+PFs3LiRTz/9tNwlz4Ll0EMPLX6+c2fVViRct24dX375ZfH2ggULKCgoIDo6utK6RS35/q8rEu6yvdn0mdCHjM0ZVSo/Y/UM+kzoE/is2xKWqnu9ALRKasXRzQ4ezuSKhASYOhVGjHDWUW/Txu2IJBIsX+7MWaReRhJmNLu7SD1w3XXXFT//6aefav314uLiSEpyxsmW7gpflvz8fP7617+ye/duOnXqhMfjYf78+Tz88MNVer2i16hs/LtIuLDWMnjq4GolXAAZmzMYPHUw1tpaikxCUU2vl8xdmaF1vbRvD599pgRdgmPmTEhJcSb/zS13hWSRkKQkXaQeaNSoUfHzqnY/D1TRkmlr166ttOzIkSNZuHAhCQkJTJs2jSeeeAKARx55hPnz51daPzMzE4DOnTsHELFI6Fi8aXG5XZYrM2P1DJZsXhLkiCSU6XoRKeWHHw4stfbGG878BlXs2ScSCpSki4SxzMzMKq2NPn78+OLnxx13XG2GVKxoPPnixYsrLDd79mwef/xxwFkPvXPnztx8881ccMEFFBQUMHjw4Aq7zHu9XpYvXw44666LRIKxGWMDq78ksPoSXurF9bJkCdx9tzPJnEhlxoyB3bsPbK9ZA/v2uRePSDUpSRcJY6tWraJz585ccMEFTJgwgXV+4+Pz8vJYunQpV111FU8//TQAqampnOy/TnwtOv300wHIyMigoKCgzDI7duzgiiuuKF4P3b9b/n/+8x+OOOIINmzYwLXXXlvu6yxdupTc3FxiYmI46SStLS3hL8ubxeSVkwM6x6SVk8jyZgUpIgll9eJ6+eorOPNMeOIJJepSNS+9BNdc4zxv1EhLrUnYUZIuEsZiY2MpLCzk448/ZsiQISQnJ+PxeDj00EPxeDwcd9xxvPHGG4DTgv7+++8TFVU3b/szzzyTww47jL179zJr1qwyy1x99dXlrod+2GGHMWHCBIwxTJkypXhpttI++OADAC688MIKZ6IXCRdrd64tMQN3TXgLvGTuzAxSRBLKIv56yciAc86B7Gxn+8knnYdIRWJjnQkIH38cJk+GHj3cjkikWpSki4Sxc845hzVr1vDvf/+bSy65hM6dO+PxeNi1axcJCQl07NiRSy+9lEmTJrFkyZLidc3rQlxcHFdddRUAEydOPOj4iy++yAcffEBUVFS566H37duXO+64A4BbbrmFH374ocRxay1vv/02ANdff32w/wkirsj2ZgfnPLnBOY+Etoi/Xrp3B1/PLAAaN4ZTTnEtHAkjxsBdd8H557sdiUi1mZCZ0VPCljHGAtWaHXb9+vXk5OSQkJBAW/91xiWirF27lk6dOpGQkMBvv/1Gw4YNg3r+r776itNOO40OHTqwZs0aTJCXWNF1Km5YtmUZPV/uGfh5rl9GjxZqPYp09eJ6ycmB885zJgP7/HM49li3IxIROUjRfai1NuAbUrWki0itad++Pddccw3Z2dm8+OKLQT//6NGjAWcW+GAn6CJuad+0PZ7owFZhiI+JJ7lpcpAiklBWL66XhASYMQPmz1eCLgebORPuuw8KC92ORCRolKSLSK166KGHaNSoEWPGjGHv3r1BO++iRYv49NNPSU1NZdCgQUE7r4jbkjxJDOoW2DU9qOsgkjxJQYpIQlmSJ4mLu1wc0DnC4npJSoJOndyOQkLNZ59BWho89hikp2sGd4kYStJFpFYdfvjhvPnmm9xwww0lZp8P1Pbt2xk5ciSvvPKKWtEl4tyQckNg9XsFVl/Cx/78/fz8x88BnSPsr5dVq5wZ4KV++e47J0EvSszfew+uuMLdmESCRGPSJWAaky6RStepuMVaS79J/Zixeka166Z1SmN6+nR9eVUP7M/fT/9J/fnsl89qfI6wv16KZn/PzXW6Paemuh2R1BVrYfhweOUVZ7tZM+ca6N7d3bik3grmmPSYgKMRERGRoDLGMHHARPpM6EPG5owq10tpmcLEARPLTLiyvFms3bmWbG82iZ5E2jdtH/pdnOu5iv5mwUjQK7pewsL8+c7M3UXLs517LsydC8cc425cUjeMgbFjYc8emDMHvvwSOnd2OyqRoFCSLiIiEoISPYnMunIWg6cOrlKLelqnNCYOmEiiJ7F4X15BHv/77X+MzRjL5JWTS6yn7Yn2kN4tnREpI0htlRq+iVqEsdayeNPiCv9mV/e8mke/epTP135eou6IlBFszNpY4+sl7CQmQnT0gW2vF7Zvdy8eqXvR0fDGG7B1K7Ru7XY0IkGj7u4SMHV3l0il61RCgbWWJZuXMHbJWCatnFQiaYuPiS9OtHu17FUi0X5v1Xtc/cHV7MndU+lrRETCFgGyvdlV/lLmkAaH8Me+P4q3bz7hZp455xmAGl0vYWvhQujbF2Ji4OOP4c9/djsiqQ3WQkGB83cWCVHB7O6uJF0CpiRdIpWuUwk1Wd4sMndmkp2bTWJcIslNk8vssv7eqvcY9N9BWKr+uZzSMoVZV85Sou6SbG92tYc3NIprxJ7cPcUJeumku6rXS9ibPRuaNIGega8XLyGosBBuvBF27IB33inZe0IkhChJl5CiJF0ila5TCUdb92yl1dOtKLAF1a4b9pOIhalAJgrs1rwby69fTlSUFuyRCJSXB1ddBRMnOttXXw3jxoGudwlBwUzSdYWLiIhEkHW71tUoQQeYsXoGSzYvCXJEUpnFmxbXKEEHWLltJRm/Vb31vd758ENnBngJT6+/fiBBL9p+9VX34hGpI0rSRUREIsjYjLGB1V8SWH2pPv3Nasny5TBoEJxyCkye7HY0UhPDhsFllx3YHjgQhg51LRyRuqIkXUREJEJkebOYvDKwZGTSyklkebOCFJFURn+zWrJtG/zlL5CTA/v3Q3o6vPCC21FJdRXN3p6W5iTnkyZBXJzbUYnUOiXpIiIiEWLtzrUlZvOuCW+Bl8ydmUGKSCqjv1ktWb8e9u49sN2kCZxzjmvhSABiY+G99+C11zS7u9QbStJFREQiRLY3OzjnyQ3OeaRy+pvVkl69YPFi6NbNaY19913o2NHtqKQiW7c6y6yVxePRZHFSr+hqFxERiRDBWj4tMU7LsNUV/c1qUfv28PXXMG0anHWW29FIRX7+GVJT4frrnTXRReo5JekiIiIRon3T9niiPQGdIz4mnuSmyUGKSCqjv1ktS0yECy8s//jPP9ddLFK22bPh5JNhwwanS/uttypRl3pPSbqIiEiESPIkMajboIDOMajrIJI8SQftz/JmsWzLMuatn8eyLcs0UVkVVOV3luRJ4ozkMwJ6nfL+ZlKJ+fOhSxf4xz8gP9/taOqv1audru5Fnn8eVqxwLx6REKAkXeo13XS675RTTsEYw6JFi4J2zscffxxjDA888EDQzikSLm5IuSGw+r0O1LfWsmjjIoZMG0LzfzWn58s9OfWNU+n5ck+a/6s5Q6cNZdHGRVi1ehWrzu/MWsuzC5/li1++COg1/f9mUkXr18OAAZCXB88+67S279rldlT103XXObO3gzP2fOpU6N7d3ZhEXGb0H6sEyhhjgWrdpK1fv56cnBwSEhJo27ZtrcVWFmstizctZmzGWCavnFxiVl1PtIf0bumMSBlBaqtUjDF1GlugCgoKmDJlCh9++CELFy5k27Zt5OTk0KRJEzp16sQpp5zC4MGD6datm9uhAjBlyhQuvvhizj//fD766KOgnXfPnj0kJyeTk5PD6tWradWqVY3O4+Z1KlJT1lr6TerHjNUzql03rVMa09OnA/DTjp+484s7q3SetE5pTBwwMWjjq8NVtjebwVMHV+l3dmHHC4mOimb6T9MDes2iv1m4/X/luqFDYfz4A9stWsCSJdC6tWsh1WvbtjmJ+tNPw0knuR2NSI0UfQ5bawP+QFaSLgELpyS9OjdQ4XbTuXDhQoYMGcLq1auL98XGxpKYmMiuXbsoLCws3j9gwADeeecd4lxcazQvL4/OnTvzyy+/sHjxYnr16hXU8z/++OPcc889XHXVVbz++us1OoeSdAlX2d5s+kzoQ8bmjCrXSWmZwqwrZ5HoSeSxeY/xwOwHKLSFlVcso359VJPf+WEJh7E9Z3vxdkxUDPmFVe92Xd9/5wHJyYFrrnHW3fZ4YM4c6N3b7agi2+bNkJ0NRx1V9nFrQV82SRgLZpKu7u5SbxTdQFW1dWnG6hn0mdAnaMvj1KYZM2Zw+umns3r1ag499FBGjx7N6tWryc3NZceOHeTm5rJkyRLuvvtukpKSmDp1Kjk5Oa7GPGXKFH755RdSUlKCnqADDBs2jJiYGN58801+++23oJ9fJJQlehKZdeUs0jqlVal8Wqe04mRv3vp53Dfrvmol6AAZmzMYPHVwvez6bq1l8NTB1UrQAbbnbKexpzEAp7c7nR9u/KFGfzOpgYQEePtteOQRGDdOCXptmzIFjjkGLrkE9u8vu4wSdJFiStKlXqjpDVQ43HSuWbOGyy+/HK/XS5cuXVi2bBl33303Hf3Wg42OjiYlJYXRo0eTmZlJv379XIzY8dJLLwFw+eWX18r5mzVrxjnnnEN+fn6NW9JFwlmiJ5Hp6dNZNGwRQ3oMOWgG8fiYeIYeO5RFwxYxPX06iZ5ECgoLuHxqzd+TM1bPYMnmJYGGHnYWb1pco+EFALu9uxnWcxhfXPEFfzrkT9X+m0kAjIH77oMrrij7+P79kJlZtzFFoltvhYsvhj/+cCaEu/detyMSCXlK0qVeCOQGKtRvOu+//36ysrKIj4/n/fffp3Ul4+kOOeQQpk2bRuPGjUvs37JlC3fccQddu3alYcOGNGzYkK5du3LnnXey1X/W1VJ27tzJgw8+yHHHHUdSUhJxcXG0aNGC7t27M3z4cGbOnHlQndWrVzN37lyMMaSnpx90fMeOHbRu3RpjDP379y/zdfPz8znppJMwxtC9e3f2l/HN/GWXXQbAuHHjKvqViEQsYwyprVJ5o/8bbLtjG8uuX8a8q+ax7PplbL19K//p958S829ER0XT84ieAb3m2CVjgxF6WBmbEdi/Oa8wj5ioGKD6fzOpRU8/DZ07w/33w969bkcTvk48seT22LGwcaM7sYiECY1Jl4CFw5j0IdOGMGH5hJrX7zGEN/q/EbyAgmTr1q20bNmSwsJCrrnmGl599dUanWfu3Ln079+fXb6ZbRs2bAjAXt9NSdOmTfnggw84+eSTS9TbuHEjJ510Ehs2bAAgKiqKxo0bk5WVRUFBAQCnnXYac+bMKVHv+eef5+9//ztHHXUUP/74Y7kx9enTh8LCQl544QVuvPHGEsfvv/9+Hn30URo0aEBGRgZdunQ56BwbN27kyCOPBOD777+nc+fO1fitaEy61D9Z3iya/6t5iQk1q8sT7WHbHdvqzZJg+p1FqE2bnLHTRcl5q1bw7bdw+OHuxhWuhgyBCROga1eYOBF69HA7IpGgC+aY9JiAoxGpZe2ebVftOq2TWjP/6vmAcwM1eeXkgGJ487s3ee685w66gVq4cSHp/z24Jbgs625ZF1AMZZk9e3bxhHAXXXRRjc7x66+/FifoXbp04ZVXXuEk38yq8+bN49prr+Wnn36iX79+fPfddyVmSh81ahQbNmygXbt2vPrqq5x++ulER0dTUFDAxo0b+eSTT1i3bt1Br/nVV18BkJqaWm5cp512Gvfddx8PP/wwt99+O6eeeirHHHMMAHPmzGH06NEAPPPMM2Um6ACtW7emZcuWbN68mblz51Y7SRepb9buXBtQsgngLfCSuTOTHi0O3IRnebNYu3Mt2d5sEj2JtG/aPmwS0spir63fmbjsgQdKtp4fe6wS9EA8/zwkJ8Ndd0GDBm5HIxLylKRLyFu/e31A9YNxA1VoC8u8gdqfvz/g+AKxatWq4uc9e9asi+pjjz3Grl27aNq0KTNnzqRFixbFx0455RS+/PJLunbtyh9//MHo0aN54YUXio9//fXXxec488wzi/dHR0fTtm1bhg8fXuZrFq2J3qOSb9JHjhzJrFmzWLBgAenp6WRkZJCTk8Pll19OYWEhAwYM4Prrr6/wHD179mTz5s1888035cYjIo5gTZSZnZsd1stdVif2YP7OJISMHAl79sB770FsrNP1XcpnLbz2mjM8oKwl1JKSYNSoOg9LJFxpTLpEvEi+gdqxY0fx80MOOaTa9a21vPvuuwAMHz68RIJepHXr1sXJ7aRJk0oca9KkCUC1Zk+31haXP+ywwyosGx0dzdtvv03Tpk35/vvvufnmm7n66qvZtGkTRx55ZJW69zdr1gyAzZs3VzlGkfoqWBORRRFFv0n96P1abyYsn3DQF6XeAi/jl4+n92u96TepX0itopHtza5W7FEmOLdSiXGaBC6ktG0L777rLM329NPQqVPZ5dasgdzcOg0t5EyfDn/+M1x7rTMJX1aW2xGJhD21pEvIa9u4+mOBWycdmDwtWDedZd1AxcfE1yi+UJGZmckff/wBQN++fcstd9ZZZ/Hkk0+yY8cOMjMzSU5OBuDCCy/km2++4e677+bHH39kwIAB/PnPfyYpqfxurLt27SI/31kHuCpfLLRp04Zx48Zx8cUXF08AFx0dzVtvvUXTpk0rrV/0Gtu3b6+kpIi0b9oeT7Qn4PHVN31yE0u3LK1S+aLlLkNhObHqrnU+Y/UM1uxYQ5SJqvaSdf7iY+JJbppc4/pSi047zXmUxeuFc8+F6Gh45hm44IK6jS1UvPsuLFzoPM/MhL//Hd54w9WQRMKdknQJeYGO5Q7GTWd5N1C9W/eulbHmVXXooYcWP//jjz9o2bJltepv27at+Ln/WPPS/GeM37ZtW3GSfscdd7B8+XLeffddxo0bx7hx4zDG0LVrV84991yGDRvGUUcdVeJc/rOwezwllxcqz8CBAxk4cCBTpkwBKB6jXhUNfGPfypr9XURKSvIkMajboIAm2jys4WFVTtCLFC13OT19epld3wMZ017VujVdqvPHHWVPflkdg7oOCpsx+uLnmWdg7Vrn+YUXwo03gt+QsHrjttucNeeL/PQT5OQ4a9GLSI2ou7tEvKKbzkCE6g1U165di58vXVq9m+JgiI2NZfLkySxbtowHH3yQPn36kJCQwMqVKxkzZgxdu3blqaeeKlHH/4uFnTt3Vul11q1bx5dfflm8vWDBguLZ4ytT1FPA/3VFpHw3pNwQUP2NWTVbWqn0cpfWWhZtXMSQaUNo/q/m9Hy5J6e+cSo9X+5J8381Z+i0oSzauKjMlUVqUjeQpToDdUOvwH7n4oLff4dHHim57/zz3YmlLvz0E3z2WdnHjjsO+vSBNm3g3/+GefOUoIsESEl6NRhjEowx5xlj7jfGTDXGrDfGWN9jVBBf53BjzFPGmJ+MMfuMMX8YY+YZY4aZKsyuY4zpYIx52RiTaYzZb4zZboz5zBgzMFgxhptAbzpD9QbqjDPOICrKeRu///771a7fvHnz4ucbK1iz1P+Yf50iPXr04J///CczZ85k165dfPnll5x66qkUFBQUt7YXiYuLK+4OX5RAVyQ/P5+//vWv7N69m06dOuHxeJg/fz4PP/xwlf6NRa9R2fh3EXGktkolrVNajer6DzWqiaI11qs7Ltx/THtN6wa61rmhZpPfpXVKo1fLXgG9trjg0EOd1uMOHZzt884rP0kP555c8+dDv35w9NFw1VVOF/+yvPUW/PKL09U9Rh11RQKlJL16UoGPgYeBi4A2wX4BY8zxwCrgVqATkA8kAicD44BPjDFxFdQ/H/gOuA5oB3iBQ4Czgf8aY16vSqIfaQK56QzlG6jDDz+cgQOd717efvttVq9eXeW61lqSk5OLx2zPnDmz3LJFrdiHHnpocVf38sTExHDmmWfy0Ucf4fF4sNaWaAUHipdMW1vUTbACI0eOZOHChSQkJDBt2jSeeOIJAB555BHmz59faf3MzEwALb8mUkXGGCYOmEhKy5Rq1evZoifb9wY298OklZPYlLWJPhP6VLlVu2hMe7Y3u3hMeXXrbsraFPBSnbFRsfRsUb1VNlJapjBxwMSQm91eqsAY+MtfYNUqePxxp+t7WTZvdhL6iy5y1gffvbtu4wzUAw/ABx84z3/7Dd55p+xyRxyh5FwkiJSkV99OYCbwL+CvwJZgndgY0xj4EDgU+BHoZa1NBBoCNwF5wDnAs+XUTwbeBRKABcBR1trGQGPgIV+xq4A7ghVzuKjpTWc43EA98sgjNGrUiH379jFgwAA2bdpUYfmdO3cycOBAdu/ejTGGQYOcoQAvv/wyW7YcfDlv3ryZl19+GYC//vWvJY55y/tGHWe8eXR0NEBxa3+RovHkixcvrjDW2bNn8/jjjwPOeuidO3fm5ptv5oILLqCgoIDBgwdX2GXe6/UWt+KfVt7EPyJykERPIrOunFXlLzfTOqXx/HnPB2W98JqMC8/YnMFlUy4LqG6gsecW5vLCeS9U63cWCpPlSYA8Hmft71LzrxR7/31nfPa0aXD55TB6dJ2GF7A7St0yPv+8O3GI1DNK0qtnnrX2EGttX2vtndbaSTgt1cFyO9AC2Aecb63NALDW5lprXwRG+spdZ4wpay2Qh3AS+i3Ahdba1b76e6y1I4FXfOXuM8ZUPi12hKnJTWc43EB16tSJN998k7i4OFatWsWxxx7LE088wc8//1xcpqCggKVLl/Lggw/Svn17pk6dWnzs3nvvpUmTJvzxxx/07du3eO1zcMZ+9+3bl127dnHIIYdw9913l3jttm3bcs8997Bw4cISCfvPP//M4MGDycnJISoqinPOOadEvdNPPx2AjIyMcseW79ixgyuuuKJ4PfTrrruu+Nh//vMfjjjiCDZs2MC1115b7u9m6dKl5ObmEhMTw0llrdsqIuVK9CQyPX06i4YtYkiPIXiiS070GB8Tz9Bjh7Jo2CKmp08PaHZzf3PXz61RvQ/XfFjjMeVfbfiqRvVKK6SwWr+zUP//RYLAN+FpsYHljDwsDM77p1q++cZJuq+6yvkCoSznngtdukCTJnDPPfDhh3Uaokh9ZcqacEWqzhizDmgL/NNaOyrAc63H6UL/H2vt1WUcbwT8BjQCHvIl3kXHGgLbgQbASGvtQ2XUbwdk+javttb+J5B4/c5rgTIn7ynP+vXrycnJISEhgbZt63YJM2stSzYvYeySsUxaOalE60l8TDzp3dIZkTKCXi17hXQLemkLFixg6NChJZLzuLg4GjVqxK5duyj03QAYY0hPT2f8+PHExsYCMHfuXPr168duXze8hg0bArB3717AWQ/9gw8+4JRTTinxmv6/n6ioKBo3bsy+ffuKZ1I3xvD0009zyy23lKiXm5tL69at2b59O59//jlnnXXWQf+efv368cEHH3DkkUeyfPnyg5Zb+/LLLzn77LOx1vLKK6+Umazfe++9jB49mv79+9dozL6b16lIqMnyZpG5M5Ps3GwS4xJJbppcYkLNZVuW0fPl6nX3jjTLrl9GjxY9ircr+51JhLMWhg93EvUdO5yJ1datc7rKl3bttbB6NVx8MQwYABWsuBI0nTvDj77VCTweyM4G331BCatWOevGN2pU+zGJhLGi+2JrbcAJhJL0AAUrSTfGHIXTxR3gUmvte+WU+xg4D1horT3Rb/85wKe+zVRr7ZJy6n8PdAYmWWv/WlaZGsQeVkm6v0i7gSooKOC9997jww8/ZNGiRWzbto19+/bRuHFjjj76aE477TSuuOKKg5ZFA/jtt9946qmn+Pjjj1m3bh3GGNq2bcsFF1zAbbfdRosWLQ6q88UXXzB79mzmz5/Phg0b2Lp1K+As2XbKKadw4403cvzxx5cZ61133cWTTz7JkCFDeKPUeqovvvgiN910E1FRUcyePbvc5daKzpGQkEBGRkaJcedFY+7Xr1/PJ598wrnnnlvVX2OxULlORcJBljeL5v9qHnC38XAVHxPP1tu3hvX/IVJL8vNh7lzYudNJwkvLy4MWLaBoMtX09LLHfm/aBPfeC02bOi3bJ58MffseXG7xYpg1C/73P+fx7bfQuPHB5QYPLrl02nffwTHH1OifKCJK0kNKEJP0gcB/fZtdrLU/lFPuSZwx5Vm+8eZF+28Dxvg2E6y1+8qp/y5wCbDCWtu9pvGWOmfYJuninrVr19KpUycSEhL47bffilvvg+Wrr77itNNOo0OHDqxZs6ZGvSJ0nYpUz5BpQwJaYz2cDekxhDf6v+F2GBKOvvgCzj77wPbw4fB//3dwuUWLoHfvA9u33QZjxhxc7m9/K7le+5w5UNa8LE89Bbff7jyPjYV334X+/WvyLxARgpuka0x66Gjp97yimb+KjiX5ur+Xrr+zvAS9VP2WFZQpwW+ZuTIfVT2PiL/27dtzzTXXkJ2dzYsvvhj084/2Tc7zyCOPhNWwBZFwFuhyl+EsVJfqlDCQnQ3+K6c0LWfaoF27Sm43aVJ2ueOOK7n97bdll7vgAnjlFcjIcGJQgi4SMpSkhw7/2WNyKijnfyyxjOcV1fU/rtlqxHUPPfQQjRo1YsyYMcXj34Nh0aJFfPrpp6SmphbPXi8itS+Q5S5PbVP2sJa6dFrbmq0CEcpLdUoYGDDAWWP8f/+D+++H1NSyy5VezaS8ZN4/SW/Y0EnAy3L00c5Y+OOPd8aki0jIiOgFDY0xQ4FAJkc7z1r7aeXFIltlXTbUmi41dfjhh/Pmm2+ybNky1q1bR9euXYNy3u3btzNy5EguuugitaKL1KGi5S77TOhTraXQUlqm8PbAt+nwXAfXxrTHx8QzccBE+k/uX+3YQ32pTgkDxkDPns6jPP36Ocn8zp1Oq3rHjmWX69IF3nzTSb47dQLfcqgiEj4iOkkPM/5fcyYAWeWUSyinTnYZxyuqX87XqiJ1q3///vQPche7Cy+8kAsvvDCo5xSRqila7nLw1MFVWhItrVMaEwdMJNGTyKBug1wb0z6o6yBaJbWqcewita5BA2jfvvJysbHlL6kmImEh0ru7vwMcFsBjZh3GutnveUXrbhQdy7LW7imjflNjTIMq1N9cQRkREZEaq+4a60VJrptj2ovGlNc0dhERkWCJ6JZ0a60XCJe1YFb6Pe8GlDm7u+8YwPeV1C9zCTa/+quqFZ2IiEg1GGNIbZVKaqtUnjvvuSotd1k0pr0qrdilXdjxQowxNapbekx5TWIXEREJlohO0sPMamAD0AY4FzhonXRjTEPgFN/m56UOzwf2AQ189Q9K0o0xbXHWSC+rvoiISK1I8iTRo0WPSssFOqYdqFHdisaUVzV2ERGRYIn07u5hwzqLjBcNxEs3xrQro9iNQCOgAJhYqv5eYIpvc4QxpjEHu8v3MxuYFmDIIiIiQVc0pr2qs8SndUpj1pWzSPQkBlRXREQkVChJryZjTFNjTLOiBwd+hwn++0utYV5Ud5Tf+uLtyjj9GGALzuRuHxljjvfVizPGjAAe9pV7xVq7uoz6DwJ7gSOAGcaYjr76DY0xDwLDfeUesdbuLKN+nXO+mxAJTbo+RdwRyLhwjSkXEZFwZ3QTWj3GmHVA2yoUHW+tHVqq7ihgpG8z2Vq7rozzHw98Bhzq25UNxAOxvu3Pgb/4xtuXFd/5OF3li2Zx343T+l60/sZ/gGtsEP/wRUuwVeeUv/76K3v27CE2NpYOHTpo6RoJOdZafvnlF/Ly8mjUqBFHHnmk2yGJ1FtZ3qwajwsPpK6IiEhVFeUzlS1fXRUakx5irLXfGmO64nRNvxA4Eqd1fCUwHnjdWltYQf2PjTHdffXPwmlV3wksBV621k4pr25datCgAXv27CEvLw+v10t8fLzbIYmU4PV6ycvLAyAhobKVDUWkNgUyLlxjykVEJNyoJV0CVpOW9NzcXH755RcA4uLiaNWqFR6PRy3q4jprLV6vl02bNpGbmwtAhw4diIuLczkyEREREQlVwWxJV5IuAatJkg7w22+/sWvXruLt2NhYYmJilKiLa6y15OfnF7egAzRp0oQjjjjCxahEREREJNQpSZeQUtMk3VrLli1bSiTqIqGkSZMmtGjRQl8ciYiIiEiFlKRLSKlpkl4kNzeX7OxscnJyKCwsd7i9SJ2IiooiISGBxMREdXEXERERkSpRki4hJdAkXUREREREJJwFM0nXOukiIiIiIiIiIUJJuoiIiIiIiEiIUJIuIiIiIiIiEiKUpIuIiIiIiIiECCXpIiIiIiIiIiFCSbqIiIiIiIhIiFCSLiIiIiIiIhIilKSLiIiIiIiIhAgl6SIiIiIiIiIhIsbtACRyGGPcDkFERERERCSsqSVdREREREREJEQYa63bMYjUCmOMBbDWqok/QulvHPn0N458+hvXD/o7Rz79jSOf/sZ1Ry3pIiIiIiIiIiFCSbqIiIiIiIhIiFCSLiIiIiIiIhIilKSLiIiIiIiIhAgl6SIiIiIiIiIhQkm6iIiIiIiISIhQki4iIiIiIiISIrROuoiIiIiIiEiIUEu6iIiIiIiISIhQki4iIiIiIiISIpSki4iIiIiIiIQIJekiIiIiIiIiIUJJuoiIiIiIiEiIUJIuIiIiIiIiEiKUpIuIiIiIiIiECCXpIiIiIiIiIiFCSbpEHGNMojFmlDFmhTFmjzFmtzFmiTHmNmNMnNvxSc0ZYxKMMecZY+43xkw1xqw3xljfY5Tb8UngjDGHGmOuMsa8ZYz53hiz1xjjNcZsNMZMM8Zc5HaMEhhjzHHGmJHGmA+MMT8aY3YYY/J8PxcYY+4zxhzidpwSfMaYu/0+s63b8UhgjDFD/f+eFTz6uh2rBM4Yk2SMucsY87UxZrvf/82zfffdTdyOMZIYa/UZKZHDGNMWmAO08+3KAaIBj297KXCmtXZnnQcnATPGnA7MLufwP621o+osGKkVxpg8IMZv136gAGjot+8T4GJrbU5dxibBYYx5AbjRb9d+IA9I9Nv3O/AXa+03dRmb1B5jzFHAMiC+aJ+11rgWkATMGDMU+A9QCGyvoOgl1tp5dRKU1ApjzBnAO8Dhvl25OPfYTfyK9bTWLqvbyCKXWtIlYhhjYoAZOAn6b8BZ1tqGQAKQDmQDPYG33IpRgmInMBP4F/BXYIu74UiQxQCLgRuADtbaBtbaRkAy8JqvzHnAyy7FJ4FbDNwBnAg09f2Nk3CS9CE4N/vNgGnGmMbuhSnBYoyJAl7HSdD1xUvk+dVa26KChxL0MGaMOQn4CCdBnwr0AuKttU1xvkBPBR4FdrsWZARSS7pEDGPMNcCrvs0/l26BMcb8FXjbt9nXWjuzLuOTwBljoq21BaX2rQPaopb0iGCMOcNaW15vCYwxLwHX+zbbWGt/rZvIpK4YY84GPvNtXm6tnehmPBI4Y8zNwLPAROBnYCSoJT3c+bWkr7fWtnM3GqkNxpgEYAXQHnjeWvt3l0OqN9SSLpFkiO/n7HK6SE4CMn3Pr6ybkCSYSifoEnkqStB9XvN7nlKbsYhrFvo9b+1aFBIUxphknFa2HcA/XA5HRKrnCpwEfQtwp8ux1CtK0iUi+L7pO8m3+UlZZazTbeRT3+bZdRGXiATdfr/n0a5FIbXpFL/nv7gWhQTLOJwusbdaaysatywioaeoUes9a+3+CktKUClJl0jRmQPX88oKyhUda6HZg0XC0ul+z1e4FYQElzHGY4xpZ4y5CXjTt/tnnHlGJEwZY64FzgS+tNZOcDseqTWHGWO+9a2os88Ys9a3QsfpbgcmNWeM8XCgx9q3xpg2xphXjDG/GmNyjTFbjTEzjDEXuBlnpFKSLpGipd/zTRWU8z/WstxSIhJyfMu73OPbnGet/cnFcCQIjDH7fUtx7ccZjvQ80BRYgLMSh9fN+KTmjDGtcCb43MeBeSQkMiUAx+HM+B2FM9HnYGC2MeZ138S+En7aAUVLF7fHaei6FmgO7PX9vBD40BgzzhijOSaCSEm6RAr/pXsqWpbJ/1hiuaVEJKT4Zod+EzgCJ6G7yd2IJEi2AFtxbviKzAZusdZucCckCZKXgcbAKGvtWreDkVqxGfgn0ANntu9DcBL2k4AvfWWuAp5xJzwJUFO/5/fjLJV5CdDIN7N7W+A93/FhaM6JoFKSLiIi4eDfON/YA9xorf3OzWAkOKy17XxLNDXCWd7nduBYYLEx5iFXg5MaM8ZcDlyAsy760+5GI7XFWvu5tXaUtfa7ol4v1toCa+3XwDnAdF/RG4wxHV0LVGoqqtTza6y1/7XW5gH4vkhNB5b7ytyrXhPBoyRdIkW23/OECsr5H8sut5SIhAxjzBgOtJz/w1r7upvxSO2w1m6z1j4FnAtY4AFjzIWVVJMQY4w5HGe5tQLgWmttvrsRiRustYU4X7qBk2+kuRiO1Iz/ffIaa+200gV8f+cxvs1DgePrIK56QUm6RIrNfs9bVVDO/9jmckuJSEgwxjwJ3ObbvN1a+6yL4UgdsNYuBub7Nq9zMxapkcdxbtZfAX40xjTyf3BgjCt+++PKO5mEL2vtz8Dvvs32bsYiNeI/j9OPFZT73u9521qKpd5Rki6R4geg0Pe8WwXlio5tsdb+UbshiUggjDH/Au7wbd7pa2WV+qHo5vBPrkYhNZHs+zkCpyWu9OMev7JF+56sywBFpHK+++SKJmMu4j9hnK2lcOodJekSEay1OTizAYPTVfIgvlknz/Ftfl4XcYlIzfi6uBd1lbzTWvsvN+OROlfU6qZhSSJhyhjTAWjm28x0MxapsaL75c4VlOni91x/5yBRki6RZLzv5xnGmBPKOH4JB278tF6rSIjyJej+XdyVoEcIY0x0Zcv0GGPOBFJ9m3NqPSgJKmvt6dZaU94DZzbworJF+29xL2KpiSq8jw3OEnzg9HT8sNaDktrwH9/PPxlj+pc+6Ft5pegL9U3A/+ooroinJF0iyXhgBU63mym+Gz2MMVHGmEuAcb5yn1hrZ7oUowTIGNPUGNOs6MGBz7EE//2+sY8SZkqNQb9VXdwjzpHAUmPM9caY9v43+saYI40xd+PMCG2AP9DSTSKhqq0xZnHp97Lvnqs38Alwka/sy9ban1yLVGrMWjsP+K9v81VjzMCiGdyNMW2Ad4DuvuP3+SaSkyAw1mrogEQOY0w7nDV22/l25eAkcfG+7aXAmdbanXUenASFMWYdVZuYZLy1dmjtRiPB5PsPf71vsxDYXkmVMdbaMZWUkRDi+4z27w6ZC2QBDYCGfvszgYHW2qV1F53UBWPMKGAkOC3p7kYjNVXGe9mLMzwlEfD47f8PcJ1m+Q9fxpiGwMfAqb5dXpz7a/911P9prR1Vx6FFNK1lJxHFWrvOGNMdp+vNAJwJbPKAVTjf9j1vrc11MUQRKV/pNVkPr6S8ekuEn804Q49OB04AWuKMWS0ANuCstzsdeNtau8+lGEWkcluBvwEnAscCh+EkbftxkvevgdettQvKO4GEB2vtXmPMGcDVwBU4kzAn4nRvn4dzb/21iyFGJLWki4iIiIiIiIQIjUkXERERERERCRFK0kVERERERERChJJ0ERERERERkRChJF1EREREREQkRChJFxEREREREQkRStJFREREREREQoSSdBEREREREZEQoSRdREREREREJEQoSRcREREREREJEUrSRUREREREREKEknQRERERERGREKEkXURERERERCREKEkXERERERERCRFK0kVERERERERChJJ0ERERqZeMMaOMMdYYM8ftWERERIooSRcREZFa4ZcEl354jTGbjTGfGWOGGWNi3Y5VREQkVChJFxERkbqw1e+RDxwBnA2MA742xjR1MTYREZGQoSRdREREap21toXfoyHQFidBB0gBnnMvOhERkdChJF1ERETqnLV2g7X2OmCWb9elxphGbsYkIiISCpSki4iIiJs+9f2MAzr6HzDGtDDG/M0YM90Y84MxZrcxZp8x5mdjzKvGmK6VndwYc54x5gtjzC5jzB5jzHJjzJ1VGQdvjBlkjPnEGLPVGJPnO8caY8wHxpgbjTHxNfsni4iIlC/G7QBERESkXjN+z6NLHXscGOJ7ng9kAQlAB9/jcmPMYGvtlDJPbMwoYKTfrl1AF+AJ4AJgQblBGfM6cJXfrj1ALPAn3yMN+AhYV945REREakIt6SIiIuKmc3w/LZBZ6tjPwB3AMUADa+2hgAfoBkz0PR9vjGlZ+qTGmL9wIEF/D2hjrW0KJAE3Ar2BEWUFZIw5GSdBLwTuAg611ib6xtI388U8HsityT9YRESkImpJFxERkTpnjGkD3A/08e2aYa3d4V/GWvtI6XrW2kJgFU4rehOcFvGrgdJlR/t+zgXSffWw1u4DxhpjCoCXygnvz76fX1prnyz1+juAz30PERGRoFNLuoiIiNQ6Y8wWv8deYD1wre/wj8ANNTjtR76fJ5d6re443doBHilK0EsZB2wq57y7fD8PM8aU7oIvIiJSq5Ski4iISF043O+R4Ld/AtDTWltmwmyM6WGMGWuM+c4Yk2WMKTTGWGOMBcb6irUuVS3F9zMfmFfWeX2J+5xyYp0J7Ad6AvOMMdcYY5Ir/ueJiIgEh5J0ERERqXXWWmOtNTj3Hi2B4Tgt1lcCN5VVxxhzE/A/nLHjxwCNgN3AVt8jy1e0YamqzX0/f7fWeisIa2M5sf4CDMOZLO5E4FVgrTFmmzFmsjGmnzHGlFVXREQkUErSRUREpM5Yx2/W2peBi3AmjHvSGNPHv5wxpjPwLM69yntAKhBvrW1qrW1hrW0B3FpUvBbinAi0xfkyYTLwK3AYcCkwDZhrjEkK9uuKiIgoSRcRERFXWGvnAG/iJNnPlxr/fTHOkmw/4Ez8tsRaW3o29RblnHqb72czY0xcBSG0qiS+P6y1L1tr0621bXCWXnsc54uFU4BRFdUXERGpCSXpIiIi4qaHgAKcid6G+O0/0vdzeTkTvwH0LWd/hu9nDE4yfRBjTBRwenUCtdb+Yq29B3jbt+us6tQXERGpCiXpIiIi4hrf+O/Jvs0HjDGxvue7fT+PKWv8tzHmPMpJsq213+G0wAPc50vIS7uagyecKzq3p5Kw9/l+lvflgYiISI0pSRcRERG3jcbpQt4OuMa371Pfz67Ai8aYQwCMMQ2NMdcD/wV2UL77fD/PAN42xrT21Y83xgwHXuDAUmulvWCMedcYM9AYUzQJHcaYRr66V/p2fVR2dRERkZpTki4iIiKustauBD7wbd5njPFYa2cCk3z7RgA7jDE7cVrYX8JpKR9VwTnfBx71bQ4CfjXG/AFkA/8HLPb9LEsscAnOFwFbjTHZvtcuqhsHzPc7v4iISNAoSRcREZFQUJTwtgau9z0fDNwCfAd4cSaSWwHcA5yEs0Rauay19wMXArNwlmvz4CT3dwNnAqUnoivyMPB34H3gR5z11hvhTEj3BU5X+dOttXur908UERGpnLHWuh2DiIiIiIiIiKCWdBEREREREZGQoSRdREREREREJEQoSRcREREREREJEUrSRUREREREREKEknQRERERERGREKEkXURERERERCREKEkXERERERERCRFK0kVERERERERChJJ0ERERERERkRChJF1EREREREQkRChJFxEREREREQkRStJFREREREREQoSSdBEREREREZEQoSRdREREREREJEQoSRcREREREREJEUrSRUREREREREKEknQRERERERGREKEkXURERERERCREKEkXERERERERCRFK0kVERERERERChJJ0ERERERERkRChJF1EREREREQkRPw/bCj18vLySUAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 2 * np.pi, 50)\n",
    "plt.plot(x, np.sin(x), color='red', linestyle='dotted', label='Sin(x)')\n",
    "plt.plot(x, np.cos(x), color='green', marker='o', linestyle='dashed', label='Cos(x)')\n",
    "plt.legend() # 展示图例\n",
    "plt.xlabel('Rads') # 给 x 轴添加标签\n",
    "plt.ylabel('Amplitude') # 给 y 轴添加标签\n",
    "plt.title('Sin and Cos Waves') # 添加图形标题\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.5 3D 图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import cm\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.gca(projection='3d')\n",
    "X = np.arange(-5, 5, 0.25)\n",
    "Y = np.arange(-5, 5, 0.25)\n",
    "X, Y = np.meshgrid(X, Y)\n",
    "R = np.sqrt(X**2 + Y**2)\n",
    "Z = np.sin(R)\n",
    "surf = ax.plot_surface(X, Y, Z, rstride=1, cstride=1, cmap=cm.coolwarm)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3.6 结合 Pandas 使用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/brikerman/Desktop/book/tf2-101/venv/lib/python3.7/site-packages/pandas/plotting/_matplotlib/core.py:1192: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_xticklabels(xticklabels)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='water_year'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "# 读取数据\n",
    "df = pd.read_csv('data/uk_rain_2014/uk_rain_2014.csv')\n",
    "# 更新列名\n",
    "df.columns = ['water_year','rain_octsep', 'outflow_octsep',\n",
    "              'rain_decfeb', 'outflow_decfeb', 'rain_junaug', 'outflow_junaug']\n",
    "# 绘制所有数据的图标，设置 x 轴为年份。\n",
    "df.plot(x = 'water_year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.rain_octsep.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='water_year'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZaUOGDOHCCy/kmWee4f3332fNmjXk5OTQsWNHrrzySn784x+Xuwv1SSedxPz58/nv//5vxo4dy4IFCygsLKRt27Yccsgh9O7dmx/+8Ifb1Rx22GFMmTKFxx57jFmzZrFmzZpkqE58HT16NO+++y7Tp0/n66+/Zvny5WzZsoUDDzyQrl270q9fv+T1fXd0/fXXc9555/HMM88wceJEvv76awoKCmjevDmHHHIIp556Kr179y63HuCJJ57gpJNO4plnnmHu3LlkZmZyxBFHcM0113DjjTdWuCu3JGn3Cel6eYO9TQghgvS93ISk3W/RokUUFxeTlZVVJ9czlf5dDBw4kAcffJDu3bszderU+h7OHmN3/46Zf+RR1ao7asH8Wh6JpLqSWFETRVGNr1XnObqSJEmSpLRi0JUkSZIkpRXP0ZUkSUkl8+ZVq65pfMdkSZL2BAZdSZLS1MUXX8zMmTOrVPPHJ5+ka8eOdTMgSZJ2E4OuJElpKj8/P3n928raXOYyO4oZOHBg8rrCkqS9g0FXkqQ0VZ0dgqu7dFmSpD2Jm1FJkiRJktKKQVeSJEmSlFYMupIkSZKktGLQlSRJkiSlFYOuJEmSJCmtGHQlSZIkSWnFoCtJkiRJSisGXUmSJElSWjHoSpIkSZLSikFXkiRJkpRWDLqSJEmSpLRi0JUkKU0UFxdz3333cdRRR9G0aVNCCIQQ+OSTTwA46KCDCCEwcuTIeh2nJEl1LaO+ByBJ2gMMzK3vEdSOgevqewS1buzYsXzyySd07NiRiy66qMK+ffv2Zdy4cQA0bdqUtm3bAtCoUaO6Hua/pZEjR7Jw4UJ69OhBjx496ns4kqQyDLqSJO3Bxo4dy6hRo7jqqqsqDLoLFixIhtwxY8Zw6aWX7qYR/vsaOXIk06ZNAzDoStIexqXLkiSlgblz5wLQqlUrQ64k6d+eQVeSpDRQXFwMQHZ2dj2PRJKk+mfQlSSpCqZOncoll1xCu3btaNy4Ma1bt6ZXr16MGDGCrVu37tT/6quvJoTA1VdfXe5zjhw5khACBx100HbHCSEwatQoAEaNGpXcXCpxmzp1KgMHDtzu+RctWrRdn4qOu6OtW7cy6s9/5vxrr6XDGWeQd9JJHNKrF1cMGMD0jz5KWXPy979P1nHHMXz48J3aPvjgg+Q4fvCDH+zUXlpaSk5ODiEEJk2aVOlxVqSqn09ZRUVFDBkyhO7du9O6dWsyMzNp37493bt3Z/DgwaxYsQL49vNKLFt+8MEHd/psFi5cmHzekpISnnzySU499VRatGhBo0aNaNOmDUcffTRXXXUVr732WrljmjdvHv369eOwww4jKyuL7Oxsjj/+eO69915Wr16dsibxM5FYTv3qq6/SvXt3WrZsSbNmzejUqRPDhw/f5fshSXszz9GVJKmSBgwYwNChQwEIIZCbm0tBQQGTJ09m8uTJvPzyy4wdO5acnJwaHyszM5O2bduybt06Nm7cSJMmTcjNzd2pT3Z2Nm3btqWkpIT169fToEED2rRpk+yzY0151q1bx0UXXcTUqVMBaNiwITlZWSxftYo/T5zInydOpP/VV/Po7bdvV3fmKafw2ZdfMnnyZG666abt2iZPnpy8P3XqVKIoIoSQfOzDDz9kw4YNNG7cmG7dulVqnBWpyeczZ84cLrroIhYvXgxAgwYNyMvLY/Xq1SxZsoTp06fTsGFD+vfvn9zoKz8/n9LSUpo1a7bTTHrDhg0BKCws5IwzzuDTTz/daVyrV69m/vz5TJs2jT59+uw0pkGDBnHPPfewbds2ALKysigtLWXu3LnMnTuXESNG8Pbbb3PiiSeW+57cddddDBo0iBACeXl5bNy4kTlz5jBnzhzGjRvHG2+8QePGjavxbkvSns0ZXUmSKmH48OHJENWvXz+WLl3K2rVrWbduHUOHDiUjI4PJkydz3XXX1crxTjvtNJYvX07fvn2B2I7Ky5cv3+522mmncccdd7B8+XKeeuopADp06LBdn8Tju3LttdcydepUMhs1YvDdd7Pigw9YOnMm/5w8mR9///sADBs5khdefXW7ujNPOQWAadOmJQNZwpQpUwBo3rw5a9asSYa9Hdu7du1KkyZNqvL27KQmn8/ixYs599xzWbx4MR06dGD06NEUFhayZs0aSkpK+Oyzzxg4cGDyDwiJz+K0004DSH4GZW8dOnQA4KmnnuLTTz+lZcuWvPbaa5SUlLB27Vo2bdrEkiVL+N3vfsd3vvOdncb04osvctddd5GVlcUjjzzCsmXLKCoqori4mNmzZ9OzZ0+WLVtG79692bBhQ8r35JNPPmHQoEHcdNNNrFixgvz8fNauXcvDDz9MCIEJEyZwzz331Oh9l6Q9lUFXkqRdKCkp4YEHHgDg8ssv57nnnmPfffcFoFmzZvTv358hQ4YAsR2PP/7443oba3XMmjUruXx28D338LMrriCraVMA9m3dmmcfeoiLzjkHgIeHD2fjpk3J2jM7d6ZBgwbk5+cnr9cLsGnTJmbOnElWVhb9+vUDtp/hLfv9WWedVaPx1/Tz+fnPf87q1atp1aoV77//Pn379iUrKwuIzcAeffTRPPDAA1xxxRVVHtvMmTOBWBi++OKLk7OnDRo0YP/99+fKK6/k+eef366msLCQO+64A4A//elP/PznP0++noYNG9KpUycmTJhAp06d+Oabb/jtb3+b8tjr1q3jyiuv5Omnn06G9ObNm/OLX/yCe++9F4Cnn36apUuXVvl1SdKezqArSdIuTJw4kfz8fCB2/mMqN9xwA/vttx8Ar7zyyu4aWq0YM2YMAO3bt+eaFEtoAe6PL0tevXYtkz74IPl4i9xcjjviCGD7IPu3v/2NkpISunXrxnnnnbdT+6ZNm/gg/jw1Dbo1+XyKioqSr//uu+9OzsTWlry8PACWLVtW6ZrXXnuNgoICTjzxRM4999yUfTIyMrj88ssBmDBhQrnPdf/996d8/M4776Rp06Zs2bKlwnOEJWlvVadBN4RwTgjh1RDCohDCxhBCSQjhqxDCH0II3XdRmxNCGBhCmBtC2BBCWBdC+CiEcHsIIbMSx24bQhgcQvg8ftz8EMKMEML/C2VPECq//pAQwnMhhK/jY18VQpgQQkj9PwBJUtqaPXs2EFsWfPjhh6fs07BhQ3r27Lld/71FYrxnnXUWDRqk/q/Bkf/xH+y/zz4AzPnss+3aesSXL5cNson7PXv25LTTTqNx48bMmDEjuQHSzJkz2bhxI02bNqVr1661Mv7qfD6zZ8+mtLQUgAsvvLBG40jle9/7HhBbWn355ZczduzYcjeRSnj//fcBmD9/Pvvuu2+5t4ceegiIbUCWSocOHTj00ENTtjVv3pxOnToBe9/PqyRVRp0E3RDzLPAucAlwALANiICDgR8CU0MIQ8qpPxD4B/AAcCwQgMZAZ+BJ4G8hhBYVHL8T8BkwADgc2ALkAKcDLwDjKwrLIYQL4sfvBxwEbAJaAt8B/hRCeKkyYVmSlB5WrlwJQLt27Srs1759++367y0q+/raxZfProrPniYkztOdMWMGW7ZsAb49/7Znz57JMLt+/Xo+iu/enGg/7bTTyMzc5d+va2X8qT6f5cuXJ+8feOCBNRpHKj/84Q+59dZbCSEwevRovv/979OmTRsOO+wwbrzxxpTL3BNLiTdu3MiKFSvKva1fvx749tJSO9rl5xlv39t+XiWpMupqRvdq4Kfx+38CDo+iKCuKoizgSOCNeNttIYTvly0MIWQAbxELmMuAc6IoagZkAZcBhcCJwMupDhxCyAXGAa2ABcDJURTlAM2Am4BS4FxgWDn1BwOvxo/3PnBEFEW5QC7wULzbNcCdlXonJElKc6d36kRGRgYbNmzgww8/pLi4mFmzZpGbm5ucNUzMpiZmemvr/Nya2h1/tx42bBiff/45jz76KOeffz55eXl8+eWX/Pd//zedO3emf//+2/VPzHr37duXKIp2eSt7KSNJUkxdBd0fx79+CVweRdH/JRqiKPqc2CzvV/GHLt2h9irguPj9PlEU/TVety2KojF8G6AvCCH0SnHsO4B9gRLggiiKZsfrN0dR9AyxWWKAfiGEVOubHiIWipcD34ui6It4/YYoih4AEjtG3FvRrLIkKX3sE1+y+80331TYL9Ge6A+xcykhNjtXnnXr1tV0iDVS2de3JD772aZly+0ez4lfmxViAfa9995j8+bNnHnmmcnL7CQC7eTJkykqKuLDDz8Evg3Au2P8qT6fxCZPUP4S4Npw6KGHcs899/CXv/yFNWvW8MEHH3DRRRcBsZ2Z33zzzZ3GVNPxLFmypFLtZd8PSUoXdRV094t//TSKoi07NkZRVAp8Ev82e4fmq+Jfp0RR9AE7Gw18Hb//4xTticdGR1H0dYr2p4ENQENgu+0TQwjNgMQ5uL+JoqggRf1j8a/NgYtStEuS0kznzp2BWFD64osvUvbZunVrcjnuySefnHy8RYvY30QT12dNZdasWeW2Jc6ZjaKoaoOugsTrmzJlyk6XCEr4/KuvWBpf4trp2GN3ai8bZMsuW07o0qULWVlZzJw5k0mTJlFaWkp2dvZ271VNx1+dz6dz587JpdNvvfVWlY5b3c+mQYMGdO3alT/96U8ccMABQGxDrYTENYU//vjjKm1itaPFixfzz3/+M2VbYWFhctl04v2TpHRSV0E3MVt7Qnwp8nZCCI2AjvFvZ5d5PAtIXDF+fKonjmL/mrwT/3a7C8+FEI4gdj5wRfUbgBmp6omdw9t0F/ULgfnl1EuS0tA555xDq1atgPJ39X3uueeS51YmdsMFOOGEEwD46KOPUobd+fPn8/rrr5d77ObNmwNQUFBQnaFXymWXXQbEZvhGlLMD78PPPANA6xYt6Jli86hEqP3ggw8YP378do8BZGZm0q1bN0pKSnj00UcBOP3005Mz3jVRk88nKysr+foff/zxCv8gsaPKfDabylyKaUcNGzZMhuyym4Bdcskl5OXlUVpayoABAyoM0tu2bavw+A8//HDKxwcPHkxJSQkZGRn0KWenbUnam9VV0P1N/OuhwB9DCMkt/+Jh9FXgP4B/AkPL1B1VZkzzKnj+RNu+IYSy66eOTdGnovqjd3i8qvXHVNBHkpQmmjZtmgxQf/zjH7n++utZsWIFENsI6Ne//nXyPMu+ffsml/FCbCff7OxsSktLufTSS/n8888BKC0t5Y033uDss8+mWbNm5R772Pjs6YwZM1iwYEEdvDo45ZRTkmHn9sce4zevvEJxSQkAy1ev5oaBA3n93XcBuO+mm2gSvxZsWd26dSMzM5ONGzfy6aef0qZNG4477rjt+iSCb2IGu7bOz63J5wPwyCOP0Lp1a9asWUO3bt149dVXKYm//iiKmDdvHnfeeSe///3vt6tLfDZ/+ctfyl0m3KVLF2655RamTp1KUVFR8vGlS5dy88038+WXXwJwwQUXJNvy8vIYNmwYAKNHj+a73/0us2bNSs62b9u2jfnz5zN48GCOOeYYxo0bl/LYubm5jBo1iltvvTW503NhYSGPPvpocsfmG2+8kf3337+cd1aS9l41/zNqClEUvRVCuA14AvgB8IMQQkm8uSlQQCwM/yKKovVlSsv+pq3oxJKybfsD+WXuV6W+eQghOz7LW7Z+bRRFJSnqdqyv9L8MIYS6W3MmSapzN910E1999RVDhw7lueee4/nnnycvL4/CwsLkTsNnnXUWL7zwwnZ1ubm5DBs2jOuuu46//e1vHHnkkeTk5LBp0yY2b95M165d+dGPfsRN8evU7qhPnz78/Oc/Z9WqVRx11FG0bt06GYxHjx5d40vzJLz44ousXr2aadOmcftjj3HXr35FTlYWBYWFyRnF/ldfzXWX7ri1RkxWVhZdunRhxozYoqkePXrstNHTjsG2Njeiqu7nA7HdmCdMmEDv3r1ZvHgxffv2pWHDhuTl5VFUVJQ8v3ro0KHb1V111VUMHjyYL7/8kgMOOIA2bdrQpEkTAN577z3at29PQUEBTz/9NE8//TQhBHJzcyktLd0u9N522207XS/3qquuoqSkhFtvvZXx48czfvx4GjduTHZ2NuvXr09eEgnK31CrY8eOdOnShUGDBvH000+Tl5fH+vXrk5tdnX322Tz++ONVfaslaa9QZ9fRjaJoGHAxkNizvinfLgvOJHZubu4OZTll7qfeK3/ntpxy7tekvqLasu05FfaSJKWVIUOGMHnyZPr06UPbtm3ZsGEDOTk5nHXWWbz00ktMnDiRnJyd/2m49tprefvtt+nZsyfNmzdny5YtHH744Tz++ONMmzatwhndFi1aMH36dC677DLatWvHunXrWLRoEYsWLapwg6uqys3NZdKkSfzmoYc48+STycnKYkNxMW1bt+aic87hnZde4tHbb6/wOcoG11SbTHXu3Dm53Ld58+acdNJJtTZ+qP7nA3DSSScxf/58Hn/8cbp27UpOTg6FhYW0adOGHj16MGTIEH74wx9uV3PYYYcxZcoUevfuTZs2bVizZk3ys0mE69GjR/Pggw/Sq1cvDj74YDZv3kxpaSkHHnggffv2ZdKkSQwZkvJqi1x//fV8/vnn3HHHHZxwwgk0btyYgoICsrOz6dy5MzfffDMTJ07cbin2jp544glGjx7N6aefThRFZGZm0rFjR5566ineeeedZDCXpHQT6mJzi/i5tiOI7ag8G/g58Pd484nAo8Suibsa6BVF0T/idT8E/hDvd1gURV+W8/znELtGL8BpiU2rQgg/Bx6JP94o1UZY8X7X8e3uyftHUbQs/vjzwHXAkiiK2lfw+h6Jv6bNURTtvH6rGhIzvnW52Yikfy+LFi2iuLiYrKysOrk+qNJTybyKztwpX9MUG1SpfgwcOJAHH3yQ7t27M3Xq1Do7zu7+HTP/yKOqVXfUgvm77iRpj5BYoRJFUY2v/VYnS5eBXxELuZ8DZ0RRVPZPzhNDCO8R23X5cOAZ4Ix4W2GZflkVPH/ZtsJy7mcBZZdFV6W+omOXbS+ssJckSZIkaber9aXLIYQcoF/822d2CLkAxM9/HR7/9vQQQuICbkvLdGtXwWHKti0t535l6teXOT+3bH2LEEJTypeoX1pBH0mSJElSPaiLc3QP59uZ4tQXb4v5vzL3D45/nQ8kLuBX0RqoRNvyKIryyzw+L0Wfiur/d4fHq1r/WQV9JEmSJEn1oC6WLpe90nxFJ2y0LXO/ECCKouIQwvvEljKfR2wJ9HZCbOF2YmvCd3do/gL4F7Fr6Z4H/E+K+mZ8u1R6x/r3gBJim2adB3yUov5AYpdBSlUvSZKq6eKLL2bmzJlVqnn99dc57bTT6mhEkqS9VV3M6C4gFhYB/l8IYacwHUJoyLfLm9cSO5c3YVT861khhC4pnv8SYtfgBfhd2YYotpNT4rHLQggHpai/kdiOz1v5duOrRH0R8Fr825+FEHbcFRrgrvjXQmBsinZJklQN+fn5rFixokq3zZs31/ew9zgDBw4kiqI63YhKkvZ0tR504+ff/jb+7UnAWyGE40IIDeK344G/AIk/vw6LomhrmacYBcwFAvBaCKEXQLz2EiBxAbzxURRNSjGEJ4HlxDaMejuE0ClenxlC+BnwcLzf81EUfZGi/n6gCNgvPvbD4vXNQgj3A9fH+/0yiqK1lX1fJElSxaZOnUoURVW69ejRo76HLUnaA9XVrst3AYcRW/6buG2Kt5W9HM8f+fZyQABEUbQlhNAbmAIcBPw1hFBMLJQnLvb2d+CKVAeOomhdCOF7wATgaGB2CKEwXtso3u1d4LZy6r8OIVxKbNnzGcAXIYR1xGaBG8a7jSDFsmpJkiRJUv2ri6XLiVndC4gtM34D+IbYDC3AYmLLg78XRdEPd5jNTdQvBI4HHiK2QVQElAIfA3cAXSuaTY2i6GPgGGAosU2vGhGbpX2P2HVyz4+iaFMF9X+JH/8FYCGxkLwWmAj8IIqin0Re8FaSJEmS9kh1NaObOF/2T/FbdeoLgQfit+rUrwAGxG/Vqf8n355HLEmSJEnaS9TJjK4kSZIkSfXFoCtJkiRJSisGXUmSJElSWjHoSpIkSZLSikFXkiRJkpRWDLqSJEmSpLRi0JUkSZIkpRWDriRJkiQprRh0JUmSJElpxaArSdIeIoRACIGpU6fW91Aqpd+995J13HH0u/fe+h5K0tatWxkyZAgnnngizZo1S76nY8eOrfFzDxw4kBACPXr0qPFzSZLqVkZ9D0CSVP+OG3VcfQ+hVsy9am59D0H1rH///gwfPhyAzMxM2rZtC0CTJk3qc1iSpN3MoCtJ0h7iiCOOACArK6ueR7J3Kiws5LnnngNg0KBB3HHHHYQQ6nlUkqT6YNCVJGkPsWDBgvoewl5twYIFlJaWAvCzn/3MkCtJ/8Y8R1eSJKWF4uLi5P3s7Ox6HIkkqb4ZdCVJqoQePXoQQmDgwIGUlpYyePBgOnfuTF5eXnIDqW3btjFp0iRuueUWunbtSvv27cnMzKRVq1Z0796dZ599NjnjmEp5m1EtXLgw2bZw4UJWrFjBrbfeysEHH0yTJk1o27Ytl112WZ3MCI8eN46eV17JPl26sO+pp3LmD3/Ii//zP0RRVKn6efPm0a9fPw477DCysrLIzs7m+OOP595772X16tUV1hYVFTFkyBC6d+9O69atyczMpH379nTv3p3BgwezYsUKAEaOHLnTJlGJ96u8zaNqMq6EV199le7du9OyZUuaNWtGp06dGD58OFu3bq1UvSSp7rh0WZKkKti4cSM9evRg5syZZGRkkJOTk1wi+69//Yuzzz472Tc7O5usrCzy8/OZPn0606dP55VXXmHChAk0bdq0Wsf/7LPP+MlPfsLKlSuT5/KuXLmSMWPGMH78eKZPn84JJ5xQ49cZRRHX338/v4/vVhxCIC8nhzmffcbsuXOZ/tFHNG7UqMLnGDRoEPfccw/btm0DYucel5aWMnfuXObOncuIESN4++23OfHEE3eqnTNnDhdddBGLFy8GoEGDBuTl5bF69WqWLFnC9OnTadiwIf3796dp06a0bduWzZs3s3btWoDkJlQALVu2rLVxJdx1110MGjQo9r7k5bFx40bmzJnDnDlzGDduHG+88QaNGzfexbssSaorzuhKklQFzzzzDP/4xz8YMWIE69evJz8/n1WrVnH88ceTkZHBFVdcwZtvvsmaNWsoLCykoKCAwsJCRowYwf7778+MGTO4twaX47nyyis57LDD+OijjygqKmLDhg1MnDiR/fbbj/Xr13PzzTfXyuv8zSuvJEPu9ZdfzqJp01jy/vssee897r3hBv70zjuMmzKl3PoXX3yRu+66i6ysLB555BGWLVtGUVERxcXFzJ49m549e7Js2TJ69+7Nhg0btqtdvHgx5557LosXL6ZDhw6MHj2awsJC1qxZQ0lJCZ999hkDBw6kTZs2APTt25fly5fz+uuvJ59j+fLlyVvZx2syroRPPvmEQYMGcdNNN7FixQry8/NZu3YtDz/8MCEEJkyYwD333FPdt16SVAtCZZceqW6FECKg0kvBJGlXFi1aRHFxMVlZWRx44IEV9vXyQrvWo0cPpk2bBsCbb77JhRdeWOXnmD17NieffDLNmjVj9erVO13yJjEzPGXKlO2W2y5cuJCDDz4YgCOPPJI5c+bsNCP81ltv0bt3byAWFNu3b1/l8QGUzJvHxk2bOLRXL/LXreOHF17Ibx99dKd+9w8bxpMvvgjAj3r35vdvvJFsKyws5IADDqCgoIB33nmHc889d6f6LVu20LVrVz7++GOGDh1K//79k21XXnklL7/8Mq1ateLvf/87HTp0qNTYp06dyllnnQWk/ve0puMaOHAgDz74YHKMv/vd73aqv++++/jlL39JRkYGixYtYv/996/U2PdGVfkdUxvmH3lUteqOWjC/lkciqa4k/h2MoqjGuwk6oytJUhUcc8wx1Qq5AJ07d2afffahqKiITz75pFrPcfvtt6dc9nz++eeTmZkJwNy5NQv8f505k/x16wC45/rrU4/j2mtpUs7S3Ndee42CggJOPPHElGESICMjg8svvxyACRMmJB8vKipizJgxANx9992VDrmVUZNx7ej+++9P+fidd95J06ZN2bJlC6+99lrNBy1JqhbP0ZUkqQq6detWYfvmzZt56aWXeP3115k3bx5r1qxh8+bNO/X75ptvqnX8Ll26pHw8IyODNm3asGTJEvLz86v13AlzPvsMgPb77sshBxyQsk9uTg4nHn00H/z97zu1vf/++wDMnz+ffffdt9zjlJSUALGZwYTZs2cnN+yq7h8UylOTcZXVoUMHDj300JRtzZs3p1OnTrz33nvMnj27hiOWJFWXQVeSpCrYZ599ym1buXIlZ5999nYzqk2aNKF169Y0bNgQgFWrVrFt2zaKioqqdfycnJxy2zIyYv+sV7Szc2Wsigfl/St4rQDtymz4VNbSpUuB2MZdGzdu3OXxyl4WaPny5cn7tb0ctibjKqtdu3YV1iXaV65cWcURSpJqi0uXJUmqgkRgTeW2225j7ty5tGrVipdeeolly5ZRUlLCqlWrkhsjJc7ZTOc9GRKX1+nbty9RFO3ytnDhwmRt4vysPW1ckqS9i0FXkqRaUFpamtzdd/jw4VxzzTU7LY/dunVrpa/RWp/axC/Hs3QXM5LltSded3lLfytS9j2rTn1lnrumz7tkyZJKtVc0+y9JqlsGXUmSasGqVauSy2HLu/7qe++9V6kls/XtpGOOAeCb5cv5Kn4d2x2t37CBv//v/6ZsS5zH/PHHH7Ns2bIqHbtz587JTbXeeuutKtXuSk3GVdbixYv55z//mbKtsLCQjz/+GIi9FklS/TDoSpJUC5o3b55cdvvpp5/u1L5ly5YaXT93d+p16qm0aN4cgMeffTZlnyEvvURJOaH9kksuIS8vj9LSUgYMGFDhMu1t27ZRUFCQ/D4rK4vLLrssduzHH2dxOUG7Omoyrh09/PDDKR8fPHgwJSUlZGRk0KdPn5oOWZJUTQZdSZJqQXZ2dnLGcMCAAUyePJlt27YBMG/ePC644AJmz55Ns2bN6nOYldK0SRPu/ulPAXj5zTe584knWBMPfes3bOCxZ5/lV7/9LXnlbIyVl5fHsGHDABg9ejTf/e53mTVrVvL92LZtG/Pnz2fw4MEcc8wxjBs3brv6Rx55hNatW7NmzRq6devGq6++mtwJOYoi5s2bx5133snvf//7Kr2umo4rITc3l1GjRnHrrbcml6IXFhby6KOP8tBDDwFw4403pvU1dCVpT+euy5Ik1ZJhw4bRvXt3lixZQq9evWjcuDGZmZkUFhaSkZHBSy+9xH333VftHZd3pxt/9CM+XbCAV956i2defpnfvPIKudnZrC8qYuvWrVxy/vk0btSIl998M2X9VVddRUlJCbfeeivjx49n/PjxNG7cmOzsbNavX7/dztA7bkDVvn17JkyYQO/evVm8eDF9+/alYcOG5OXlUVRUlFz+PXTo0Cq/rpqMK6Fjx4506dKFQYMG8fTTT5OXl8f69euTm12dffbZPP7441UemySp9hh0JUnMvWrurjtplzp16sSHH37Igw8+yOTJk1m3bh05OTmcf/753HHHHZx88sncd9999T3MSmnQoAG/ffRRep56Ks+PHs1n//d/bNm6lY5HHcVV3/8+115yCT/9xS8qfI7rr7+e8847j2eeeYaJEyfy9ddfU1BQQPPmzTnkkEM49dRT6d27Nz179typ9qSTTmL+/Pn893//N2PHjmXBggUUFhbStm1bDjnkEHr37s0Pf/jDar22mowr4YknnuCkk07imWeeYe7cuWRmZnLEEUdwzTXXcOONN1a4O7ckqe6FdL68wd4khBBBel9uQtLutWjRIoqLi8nKyqr165EqfZXMm1etuqbHHlvLI9Gebnf/jpl/5FHVqjtqwfxaHomkupJYSRNFUY2vNeeMriTtZv5nTZIkqW65GZUkSZIkKa0YdCVJkiRJacWly5IkpamLL76YmTNnVqnmj08+SdeOHetmQJIk7SYGXaUtz4OU9O8uPz+fFStWVKlmc5nL60iStLcy6EqSlKamTp1a5Zrq7rosSdKexHN0JUmSJElpxaArSZIkSUorBl1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiRJkqS0YtCVJEmSJKUVg64kSZIkKa0YdCVJkiRJacWgK0mSJElKKwZdSZIkSVJaMehKkpQmiouLue+++zjqqKNo2rQpIQRCCHzyyScAHHTQQYQQGDlyZL2Os75cffXVhBC4+uqr63soSVu3bmXIkCGceOKJNGvWLPmZjR07tsbPPXDgQEII9OjRo8bPJUl7m4z6HoAkqf7NP/Ko+h5CrThqwfz6HkKtGzt2LJ988gkdO3bkoosuqrBv3759GTduHABNmzalbdu2ADRq1Kiuh6lq6t+/P8OHDwcgMzMz+Zk1adKkPoclSXs9Z3QlSdqDjR07lgcffHCXM3wLFixIhtwxY8ZQXFzM8uXLWb58Occcc8xuGKmqqrCwkOeeew6AQYMGsXHjxuRndt5559Xz6CRp72bQlSQpDcydOxeAVq1acemll9bzaFQZCxYsoLS0FICf/exnhBDqeUSSlD4MupIkpYHi4mIAsrOz63kkqqzEZwZ+bpJU2wy6kiRVwdSpU7nkkkto164djRs3pnXr1vTq1YsRI0awdevWnfpXZgOkkSNHEkLgoIMO2u44IQRGjRoFwKhRo5IbFSVuU6dOTW44lHj+RYsWbdenKhsvbd26lVF//jPnX3stHc44g7yTTuKQXr24YsAApn/0Ucqak7//fbKOOy55nmlZH3zwQXIcP/jBD3ZqLy0tJScnhxACkyZNqvQ4K/KHP/yBbt26kZOTQ25uLl26dOH5558niqJK1c+bN49+/fpx2GGHkZWVRXZ2Nscffzz33nsvq1evrrC2qKiIIUOG0L17d1q3bk1mZibt27ene/fuDB48mBUrVgDfft5lN4kq+5ml2jyqJuNKePXVV+nevTstW7akWbNmdOrUieHDh6f8uZWkvZ2bUUmSVEkDBgxg6NChQCyY5ObmUlBQwOTJk5k8eTIvv/wyY8eOJScnp8bHSmxMtG7dOjZu3EiTJk3Izc3dqU92djZt27alpKSE9evX06BBA9q0aZPss2NNedatW8dFF13E1KlTAWjYsCE5WVksX7WKP0+cyJ8nTqT/1Vfz6O23b1d35imn8NmXXzJ58mRuuumm7domT56cvD916lSiKNpuee6HH37Ihg0baNy4Md26davUOMsTRRHXXnstI0aMAGKfT15eHrNnz+bDDz9kypQpNG7cuMLnGDRoEPfccw/btm0DICsri9LSUubOncvcuXMZMWIEb7/9NieeeOJOtXPmzOGiiy5i8eLFADRo0IC8vDxWr17NkiVLmD59Og0bNqR///7JjcI2b97M2rVrAZKbUAG0bNmy1saVcNdddzFo0KDk+7Jx40bmzJnDnDlzGDduHG+88cYu3x9J2ps4oytJUiUMHz48GXL79evH0qVLWbt2LevWrWPo0KFkZGQwefJkrrvuulo53mmnncby5cvp27cvENtRObFRUeJ22mmncccdd7B8+XKeeuopADp06LBdn8Tju3LttdcydepUMhs1YvDdd7Pigw9YOnMm/5w8mR9///sADBs5khdefXW7ujNPOQWAadOmJYNYwpQpUwBo3rw5a9as4dNPP03Z3rVr1xrvMvz0008nQ+5NN93EypUryc/PJz8/n4EDBzJmzBjeeOONcutffPFF7rrrLrKysnjkkUdYtmwZRUVFFBcXM3v2bHr27MmyZcvo3bs3GzZs2K528eLFnHvuuSxevJgOHTowevRoCgsLWbNmDSUlJXz22WcMHDgw+QeIxGf5+uuvJ5+j7GdW9vGajCvhk08+YdCgQdx0002sWLGC/Px81q5dy8MPP0wIgQkTJnDPPfdU+72XpD2RQVeSpF0oKSnhgQceAODyyy/nueeeY9999wWgWbNm9O/fnyFDhgCxHY8//vjjehtrdcyaNYvXXnsNgMH33MPPrriCrKZNAdi3dWuefeghLjrnHAAeHj6cjZs2JWvP7NyZBg0akJ+fn7xeL8CmTZuYOXMmWVlZ9OvXD9h+hrfs92eddVaNxr9x40YefPBBAK688kqefvppWrduDcRmtB944AHuuusuCgoKUtYXFhZyxx13APCnP/2Jn//858nPt2HDhnTq1IkJEybQqVMnvvnmG377299uV//zn/+c1atX06pVK95//3369u1LVlYWEJtZPvroo3nggQe44oorqvS6ajquhHXr1iXfl0TYbt68Ob/4xS+49957gdgfCpYuXVql8UnSnsygK0nSLkycOJH8/HwABg4cmLLPDTfcwH777QfAK6+8sruGVivGjBkDQPv27bmmT5+Ufe6PL0tevXYtkz74IPl4i9xcjjviCGD7IPu3v/2NkpISunXrlrxUTtn2TZs28UH8eWoadN99993k53P//fen7HP33XeXO2v82muvUVBQwIknnsi5556bsk9GRgaXX345ABMmTEg+XlRUlHz/7r77bjp06FDt11Gb49pRee/LnXfeSdOmTdmyZUvyjx2SlA48R1eSpF2YPXs2EFsWfPjhh6fs07BhQ3r27Mkf/vCHZP+9RWK8Z511Fg0apP4b+JH/8R/sv88+LF25kjmffcZ3y2yY1OOUU/h0/nwmT56cnIFMhNqePXty2mmn0bhxY2bMmMHWrVtp2LAhM2fOZOPGjTRt2pSuXbvWyvg7dOjAoYcemrJPbm4unTp14v3339+pLfHY/PnzkzOmqZSUlACxDb/KHjtxiaALL7ywei+gHDUZV1kVvS/NmzenU6dOvPfee3vdz60kVcSgK0nSLqxcuRKAdu3aVdivffv22/XfW1T29bXbd1+WrlzJqvjsacKZp5zCU6NGMWPGDLZs2UJGRkby/NuePXsmw+y0adP46KOP6Nq1a7L9tNNOIzMzc7eMP/H57CixZHfjxo1s3Lhxl8cre1mg5cuXJ+8feOCBu6ytipqMq6xdfq7x9r3t51aSKuLSZUmSVCOnd+pERkYGGzZs4MMPP6S4uJhZs2YlZ1EhFnjh25ne2jo/tzYkLq/Tt29foija5W3hwoXJ2rK7SO9J45Kkf3cGXUmSdmGfffYB4JtvvqmwX6I90R9i51ACFc7IrVu3rqZDrJHKvr4l8dnLNjtc/iYnfk1WiAXY9957j82bN3PmmWfSsGFD4NtAO3nyZIqKivjwww+BbwNwbYx/yZIlFY+/nPbEsuDylv5WpOyS4urUV+a5a/q8lX1fyv7cStLezqArSdIudO7cGYgFwS+++CJln61btyaX45588snJx1u0aAGQvL5qKrNmzSq3LXHObBRFVRt0FSRe35QpU3a6RFDC5199xdL40tZOxx67U3vZIFt22XJCly5dyMrKYubMmUyaNInS0lKys7O3e69qOv7Fixfzz3/+M2Wf9evXl7sbduIavh9//DHLli2r8rETS6/feuutKtXuSk3GVVZF70thYWHyfUm8j5KUDgy6kiTtwjnnnEOrVq2A8nddfu6555LnVCZ2wQU44YQTAPjoo49Sht358+dvd93UHTVv3hyg3Evj1IbLLrsMiM3sjShn592Hn3kGgNYtWtAzxeZRiVD7wQcfMH78+O0eA8jMzKRbt26UlJTw6KOPAnD66acnZ7xr4pxzzkn+QeHhhx9O2WfQoEHJTZt2dMkll5CXl0dpaSkDBgyo8I8K27Zt2+6zyMrKSr5/jz/+eIV/0KiqmoxrR+W9L4MHD6akpISMjAz6lLPjtiTtjQy6kiTtQtOmTZMB949//CPXX389K1asAGIbAP3617+mf//+QOx8ysQyXojtxJudnU1paSmXXnopn3/+OQClpaW88cYbnH322TRr1qzcYx8bnz2dMWMGCxYsqINXB6ecckoy5Nz+2GP85pVXKI6HwuWrV3PDwIG8/u67ANx30000adx4p+fo1q0bmZmZbNy4kU8//ZQ2bdpw3HHHbdcnEXwTM9i1dX5u06ZNue+++wAYNWoU/fv3Z82aNUBsJvfhhx/m0UcfJS8vL2V9Xl4ew4YNA2D06NF897vfZdasWcnZ7W3btjF//nwGDx7MMcccw7hx47arf+SRR2jdujVr1qyhW7duvPrqq8lQHUUR8+bN48477+T3v/99lV5XTceVkJuby6hRo7j11ltZvXo1EJvJffTRR3nooYcAuPHGG9l///2rND5J2pO567IkSZVw00038dVXXzF06FCee+45nn/+efLy8igsLGTLli1ALLi98MIL29Xl5uYybNgwrrvuOv72t79x5JFHkpOTw6ZNm9i8eTNdu3blRz/6ETfFr1O7oz59+vDzn/+cVatWcdRRR9G6detkMB49enSNL82T8OKLL7J69WqmTZvG7Y89xl2/+hU5WVkUFBYmZxL7X3011116acr6rKwsunTpwowZMwDo0aPHThs17Rhsa3MjqltvvZW///3v/P73v+epp57i6aefJjc3l/Xr17N161Yuu+wyGjduzKhRo1LWX3XVVZSUlHDrrbcyfvx4xo8fT+PGjcnOzmb9+vXJSwjBzhtQtW/fngkTJtC7d28WL15M3759adiwIXl5eRQVFSXPzx46dGiVX1dNxpXQsWNHunTpwqBBg3j66afJy8tLvi8AZ599No8//niVxyZJezJndCVJqqQhQ4YwefJk+vTpQ9u2bdmwYQM5OTmcddZZvPTSS0ycOJGcnJyd6q699lrefvttevbsSfPmzdmyZQuHH344jz/+ONOmTatwRrdFixZMnz6dyy67jHbt2rFu3ToWLVrEokWLKnXJmcrKzc1l0qRJ/Oahhzjz5JPJycpiQ3ExbVu35qJzzuGdl17i0dtvr/A5ygbXVJtMde7cObkUu3nz5px00km1Nv4GDRrwu9/9jt/97nd07dqVpk2bsmXLFk466SSeffZZXnnllV0+x/XXX8/nn3/OHXfcwQknnEDjxo0pKCggOzubzp07c/PNNzNx4sTtlqYnnHTSScyfP5/HH3+crl27kpOTQ2FhIW3atKFHjx4MGTKEH/7wh9V6bTUZV8ITTzzB6NGjOf3004miiMzMTDp27MhTTz3FO++8Q5MmTao1NknaU4W63NxClRdCiKBuNxv5dzP/yKOqVXfUgvm1PBJpe7vrZ3PRokUUFxeTlZVV69f3VPoqmTevWnVNU2xQpfS2u3/H+O+6lP4SK1OiKKrxtduc0ZUkSZIkpRWDriRJkiQprRh0JUmSJElpxV2XJUnSHuHiiy9m5syZVap5/fXXOe200+poRJKkvZVBV5Ik7RHy8/OT1yeurM2bN9fRaCRJezODriRJ2iNMnTq1vocgSUoTnqMrSZIkSUorBl1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiRJkqS0YtCVJEmSJKUVg64kSZIkKa0YdCVJkiRJacWgK0mSJElKKwZdSZIkSVJaMehKkiRJktKKQVeSJEmSlFYMupIk7SFCCIQQmDp1an0PhX733kvWccfR795763sokiRVWUZ9D0CSVP+euX5yfQ+hVtz4bM/6HoIkSdoDGHQlSdpDHHHEEQBkZWXV80hg3zZtOPygg9i3TZv6HookSVVm0JUkaQ+xYMGC+h5C0kP9+/NQ//71PQxJkqrFc3QlSZIkSWnFoCtJUiX06NGDEAIDBw6ktLSUwYMH07lzZ/Ly8pIbSG3bto1JkyZxyy230LVrV9q3b09mZiatWrWie/fuPPvss5SWlpZ7jPI2o1q4cGGybeHChaxYsYJbb72Vgw8+mCZNmtC2bVsuu+yyWp0RrmgzqiPPPZes447j92PHllt/9dVXE0Lg6quv3qntoIMOIoTAyJEj2bx5M7/61a844YQTaNasGbm5ufTs2ZN33nmn3Of++uuveeKJJzjvvPM4/PDDadasGdnZ2Rx99NH079+ff/3rX+XWlj12dcYOUFpaypAhQ+jYsSPNmjWjZcuW9OjRgz/96U/A9j8rkqT64dJlSZKqYOPGjfTo0YOZM2eSkZFBTk4OIQQA/vWvf3H22Wcn+2ZnZ5OVlUV+fj7Tp09n+vTpvPLKK0yYMIGmTZtW6/ifffYZP/nJT1i5cmXyXN6VK1cyZswYxo8fz/Tp0znhhBNq/kJ3gw0bNnDmmWcya9YsGjVqROPGjVm/fj1Tpkxh6tSp/Pa3v+UnP/nJTnXXXHMN06ZNAyAzM5OcnBzWrl3L/PnzmT9/PiNHjmTcuHGcfvrptT7moqIiLrjgAqZPnw5Aw4YNady4MdOnT2fatGncc889tX5MSVLVOaMrSVIVPPPMM/zjH/9gxIgRrF+/nvz8fFatWsXxxx9PRkYGV1xxBW+++SZr1qyhsLCQgoICCgsLGTFiBPvvvz8zZszg3hpcsufKK6/ksMMO46OPPqKoqIgNGzYwceJE9ttvP9avX8/NN99ci6+2bt1///188803jB07lqKiIgoLC1mwYAFdu3YliiJuvfVW1q1bt1Ndx44deeaZZ/jiiy8oKSlh9erVbNq0iVmzZnHeeeexbt06+vbtS0lJSa2P+fbbb2f69Ok0aNCAJ554goKCAvLz81m5ciW33HILjz32GJ9++mmtH1eSVDUGXUmSqmDDhg288sorXH311clZ2VatWtGyZUvat2/Pyy+/zIUXXkjLli2TNdnZ2Vx99dW88cYbADz//PNs3LixWsdv27YtEydOpHPnzgBkZGRw9tln89xzzwEwY8YMvvnmm5q8xN2muLiYv/71r/znf/4njRo1AmI7T7/55ps0adKEDRs2MG7cuJ3qhg0bxg033MBhhx1Ggwax/8pkZGRwyimnMG7cOI4//niWLl3Ka6+9Vqvj/de//sULL7wAwIMPPsh//dd/kZ2dDUDr1q156qmnuOqqqygoKKjV40qSqs6gK0lSFRxzzDFceOGF1art3Lkz++yzD0VFRXzyySfVeo7bb7895bLn888/n8zMTADmzp1brefe3X7wgx9w5JFH7vR4mzZtOPXUUwH4xz/+UaXnbNiwIeeddx4A7733Xs0HWcZrr73Gtm3byMrK4rbbbkvZ57777qvVY0qSqsdzdCVJqoJu3bpV2L5582ZeeuklXn/9debNm8eaNWvYvHnzTv2qO+vapUuXlI9nZGTQpk0blixZQn5+frWee3cr77UA7L///gDlvpYZM2bw4osv8re//Y1vvvmGoqKinfrU9sz2nDlzgNgfLJo1a5ayzyGHHEKHDh1YvHhxrR5bklQ1Bl1Jkqpgn332Kbdt5cqVnH322dvNqDZp0oTWrVvTsGFDAFatWsW2bdtSBrPKyMnJKbctIyP2z3pFOzvvSar7Wu666y4GDRqU/L5hw4a0aNEiOaO9YcMGioqKqv0el2fVqlXAtyG8PO3atTPoSlI9c+myJElVkAisqdx2223MnTuXVq1a8dJLL7Fs2TJKSkpYtWoVy5cvZ/ny5cmQFEXR7hpyWpk4cWIy5N5www3MnTuXTZs2kZ+fn3yPE8uK6+o9TuyyLUnac9V50A0hNA8h3BVCmBlCWBVC2BRC+CaEMCWEMDCEkFdOXU68fW4IYUMIYV0I4aMQwu0hhMxKHLdtCGFwCOHzEEJJCCE/hDAjhPD/QiX+hQohHBJCeC6E8HUIYWN87BNCCH2q8TZIktJcaWkpr7/+OgDDhw/nmmuuYd99992uz9atW1m9enV9DK9WZcTD/sYUS7ITUu2WXBtGjx4NwLnnnsszzzzDscceu9MfH5YvX15ufWKmuKLNwMobe5s2bQBYunRphWNcsmRJhe2SpLpXp0E3hHAW8AXwOHAq0BwoBtoBPYAHgINS1B0I/CPefiwQgMZAZ+BJ4G8hhBYVHLcT8BkwADgc2ALkAKcDLwDjKwrLIYQL4sfvFx/fJqAl8B3gTyGElyoTliVJ/z5WrVqVDE8nnnhiyj7vvfdetXdb3pPkNW8OwDflBMpt27Yxe/bsOjl2Yklwee9xFEVMnjy53PoWLVps9zw7qmjsJ510EgCzZ88ud1n0V1995bJlSdoD1FnQDSF0A94G2gKvAycDTaIoagE0A04BHgHW7VCXAbxFLGAuA86JoqgZkAVcBhQCJwIvl3PcXGAc0ApYAJwcRVFO/Jg3AaXAucCwcuoPBl6NH+994IgoinKBXOCheLdrgDur8HZIktJc8+bNk0taU11HdcuWLTW6fu6e5LgjjgDgrUmTUi4PHjVqVJ1d4ig3NxdI/R4DPPvss3z11Vfl1p9wwgkA/PnPf67y2C+++GIaNGhAUVERTz31VMo+jzzySIXjlyTtHnUSdEMIWcDvgKbA01EU9YmiaHYU/xcliqLiKIo+iqLoF1EUfb1D+VXAcfH7faIo+mu8ZlsURWOAn8bbLggh9Epx+DuAfYES4IIoimbH6zdHUfQMsVligH4hhMNT1D9ELBQvB74XRdEX8foNURQ9ADwf73dvRbPKkqR/L9nZ2ckdmQcMGMDkyZPZtm0bAPPmzeOCCy5g9uzZ5e7Wuze59PzzAVjw1Vfc+OCDrIlfN3b9+vUMHTqU66+/frvrCNemxKWDxo8fz8MPP5ycWS0oKODRRx/l5ptvplWrVuXWX3755QDMnz+ffv36sWbNmkqP/cADD+Taa68F4P777+fJJ59kw4YNAKxZs4YBAwbw0ksvkZeXVyuvVZJUfXU1o3sl8B/EwuJ/VbH2qvjXKVEUfZCifTSQCMc/TtGeeGx0ihAN8DSwAWgIXFG2IYTQDEicg/ubKIoKUtQ/Fv/aHLgoRbsk6d/UsGHDaNasGUuWLKFXr15kZWXRvHlzjjvuOKZMmcILL7xA69at63uYNXZW1678MH4t4ZGvvUaHM86gRYsWtGjRggEDBvDTn/602tca3pUf//jHnHHGGUAsbObk5NCyZUtatWrFvffey3nnncfPfvazcut79erFlVdeCcBvf/tbWrduXaWxDxkyhNNPP52tW7dy5513kpeXR8uWLWnTpg1Dhw7lF7/4BccffzwQ23FbklQ/6uryQomw+T9RFFX6ZKT4THDiAoXjU/WJoigKIbwD/IzYObNl648ADthF/YYQwgzg/Hj9A2WaTyc2C11R/cIQwnzgqHj9iF28LEna4934bM/6HkJa6NSpEx9++CEPPvggkydPZt26deTk5HD++edzxx13cPLJJ3PffffV9zBrxfO//CUnHXMMvxs7lv9buJBt27bRrVs3br75Zi655BKuvvrqOjluo0aNePfdd3n88cf54x//yMKFC4miiFNOOYWrrrqKfv368dBDD1X4HCNHjqRz586MGDGCzz//vEpjz87OZtKkSfz617/m97//Pf/3f/9HFEV0796dW265he9///vJ5dHO7EpS/Qm1vfV+CKExsB7IBK4GpgC/IBYs2wJrgQ+BZ6MoenuH2k5AYgeIC6IoShk2Qwg3AM/Ev20VRVF+/PE+wJ/ijx8dRdH8cuoHETvHdn38/NvE47cT2+wKICuKopJy6l8FLgHmRlF0fKo+VRVCSCzrro2nEzD/yKOqVXfUgpQ/NlKt2V0/m4sWLaK4uJisrCwOPPDAah1T/35K5s0D4Cd3383ot9/mJz/4AcMfeGAXVdD02GPremh7hQ0bNtCqVSs2b97M9OnTk7PP6Wh3/47x33Up/SX2uoiiqMYb/9bF0uWDiIVciC1fngdcB+wDFMW/fg8YF0J4YYfdi8tegb2ivfnLtu1fzv3K1DcPIWSnqF9bXsjdob7iK8ZLkrSXWrpyJQD7VHC+q3Y2ZMgQNm/eTMuWLTn55JPreziS9G+rLoJu2Q2afkFsl+NLgOz4jssHAv8Tb/9/wG1l+ueUuV9cwTHKtuWUc78m9RXVlm3PqbBXGSGEqKJbZZ9HkqS6NuOjj/jbJ58A0CW+DFcxhYWFXHbZZbzzzjsUxDfhgtjs5p133snAgQMB6N+/v+foSlI9qotzdBvscP/aKIrGJh6IouhfIYTLiF3f9gTg5yGEX0dRtKUOxiJJkirphRde4LZbb6WoJLao6fgjj6TXqafW86j2LFu3bmXMmDGMGTMGgJyc2N+8CwsLk3369OnDPffcUy/jkyTF1EXQLSxz///KhtyEKIq2hRCeBH5P7Hq3nYBZO9RmVXCMsm2F5dzPInaucHXqKzp22fbCCnuVsat15s7qSpJq28UXX8zMmTMr3b+goIBNmzaxb5s2nHvGGTx0661kZNTVvpV7p+zsbIYPH87EiROZN28eq1atoqSkhP3224/OnTvz4x//mD59+rD9mVmSpN2tLv71Kntu7IIK+v1vmfsHEgu6S8s81g74Rzm17crcX1rO/XaUH3QT9eujKNqQor5FCKFpBefpttuhvyRJe5z8/HxWrFhRpZp3XnqJMz23tFwZGRnceOON3HjjjfU9FElSBWr9HN34DsgVbQSVUPZPnYnZzPnAtvj9irZvTLQtT+y4HDcvRZ+K6v93h8erWv9ZBX0kSapXU6dOJYqiKt0MuZKkdFAXm1EBvBv/WtE+8EeXuf81QBRFxcD78cfOS1UU36X53B2Ok/AF8K9d1DcDEnv971j/HpCYxS2v/kC+fV071kuSJEmS6lldBd0R8a+HhhAu2rExhNAAuCP+7RJgTpnmUfGvZ4UQuqR47kuIXbYI4HdlG6LYRWgTj10WQjgoRf2NQDawFfjDDvVFwGvxb38WQshlZ3fFvxYCY1O0S5IkSZLqUZ0E3SiKZgB/in/72xBCnxBCBkAI4QDgj8Dx8fZ7oyjaVqZ8FDCX2NLm10IIveJ1DUIIlwAvxPuNj6JoUorDPwksJ7Zh1NshhE7x+swQws+Ah+P9no+i6IsU9fcTu97vfsBbIYTD4vXNQgj3A9fH+/0yiqK1lXxLJEmSJEm7SV1upXg1sA9wJrHQuymEUMz219l9MIqiUWWLoijaEkLoDUwBDgL+Gq9rACQuSPd34IpUB42iaF0I4XvABGLLo2eHEArjtY3i3d5l++v3lq3/OoRwKbFr/Z4BfBFCWEdsFrhhvNsI4FeVeA8kSZIkSbtZXS1dTiwDPgu4DphObJY0m9hS5dFAtyiKBpZTu5DYjO9DxDaIioBS4GNiS567VjSbGkXRx8AxwFDg/4gF3CJi5+BeB5wfRdGmCur/Ej/+C8BCYiF5LTAR+EEURT+JL5OWJEmSJO1h6vTiePElyb+N36paWwg8EL9V59grgAHxW3Xq/wn0q06tJEmSJKn+1NmMriRJkiRJ9aFOZ3QlSZIkKZ3NP7KiK6qW76gF82t5JCrLGV1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiSlieLiYu677z6OOuoomjZtSgiBEAKffPIJAAcddBAhBEaOHFmv46wLV199NSEErr766voeiiRpD+BmVJIkBvf9Xn0PoVbcPmZcfQ+h1o0dO5ZPPvmEjh07ctFFF1XYt2/fvowbF3sPmjZtStu2bQFo1KhRXQ9TkqQ9ikFXkqQ92NhXXmLU/7zFVZdcyEWnHFhuvwVffp0MuWN+8ziXXn/X7hriHmG//fbjiCOOYL/99qvvoUiS9gAGXUmS0sDc+V8C0KpFHpf2/k49j2b3e+yxx3jsscfqexiSpD2E5+hKkpQGiks2ApDdrGk9j0SSpPpn0JUkqQqmTp3KJZdcQrt27WjcuDGtW7emV69ejBgxgq1bt+7UvzKbJI0cOZIQAgcddNB2xwkhMOp/3gJg1P+8RWh30na3qTNnM3Dws4R2J3H1bQ8AsOibZbH2+EZUVdmcaevWrYz68585/9pr6XDGGeSddBKH9OrFFQMGMP2jj1LWnPz975N13HEMHz58p7YPPvggOY4f/OAHO7WXlpaSk5NDCIFJkyZVepypVPQ+V2YTrsrWb968mV/96leccMIJNGvWjNzcXHr27Mk777xT7nN//fXXPPHEE5x33nkcfvjhNGvWjOzsbI4++mj69+/Pv/71r3Jrazp2iL3PQ4YMoWPHjjRr1oyWLVvSo0cP/vSnPwHQo0cPQggMHDiw3GNI0t7GpcuSJFXSgAEDGDp0KAAhBHJzcykoKGDy5MlMnjyZl19+mbFjx5KTk1PjY2VmZtK2bVvWrStg48ZNNGnSmNyc7O37NGpEdrMs2rZpRcnGTawv3ECDBg1o06oFNIj9E5+bm1up461bt46LLrqIqVOnAtCwYUNysrJYvmoVf544kT9PnEj/q6/m0dtv367uzFNO4bMvv2Ty5MncdNNN27VNnjw5eX/q1KlEUUQIIfnYhx9+yIYNG2jcuDHdunWr9HtTXzZs2MCZZ57JrFmzaNSoEY0bN2b9+vVMmTKFqVOn8tvf/paf/OQnO9Vdc801TJs2DYh9rjk5Oaxdu5b58+czf/58Ro4cybhx4zj99NNrfcxFRUVccMEFTJ8+HYh9ro0bN2b69OlMmzaNe+65p9aPKUl7Amd0JUmqhOHDhydDbr9+/Vi6dClr165l3bp1DB06lIyMDCZPnsx1111XK8c77bTTWL58OX0vjJ1v2/fC77D8k4nb3U47+QTuuP7HLP9kIk89eAcAHfZvG2tfvpzly5fz1FNPVep41157LVOnTiWzUSMG3303Kz74gKUzZ/LPyZP58fe/D8CwkSN54dVXt6s785RTAJg2bRrbtm3brm3KlCkANG/enDVr1vDpp5+mbO/atStNmjSpyttTL+6//36++eYbxo4dS1FREYWFhSxYsICuXbsSRRG33nor69at26muY8eOPPPMM3zxxReUlJSwevVqNm3axKxZszjvvPNYt24dffv2paSkpNbHfPvttzN9+nQaNGjAE088QUFBAfn5+axcuZJbbrmFxx57bKfPRZLSgUFXkqRdKCkp4YEHYkuDL7/8cp577jn23XdfAJo1a0b//v0ZMmQIAGPGjOHjjz+ut7FWx6xZs3jttdcAGHzPPfzsiivIaho713ff1q159qGHuOiccwB4ePhwNm7alKw9s3NnGjRoQH5+fvJ6vQCbNm1i5syZZGVl0a9fP2D7Gd6y35911ll19tpqU3FxMX/961/5z//8z+Qlm4444gjefPNNmjRpwoYNG5I7X5c1bNgwbrjhBg477DAaNIj91ysjI4NTTjmFcePGcfzxx7N06dLkZ1Bb/vWvf/HCCy8A8OCDD/Jf//VfZGfHVgW0bt2ap556iquuuoqCgoJaPa4k7QkMupIk7cLEiRPJz88HKPc8xhtuuCF5aZtXXnlldw2tVowZMwaA9u3bc02fPin73B9flrx67VomffBB8vEWubkcd8QRwPZB9m9/+xslJSV069aN8847b6f2TZs28UH8efaWoPuDH/yAI488cqfH27Rpw6mnngrAP/7xjyo9Z8OGDZPvz3vvvVfzQZbx2muvsW3bNrKysrjttttS9rnvvvtq9ZiStKcw6EqStAuzZ88GoEOHDhx++OEp+zRs2JCePXtu139vkRjvWWedlZxx3NGR//Ef7L/PPgDM+eyz7dp6xJcvlw2yifs9e/bktNNOo3HjxsyYMSO5YdfMmTPZuHEjTZs2pWvXrrX7gupIly5dym3bf//9AZJ/ENnRjBkzuPrqqznyyCPJzs5ObtIVQmDQoEEAfPPNN7U63jlz5gDQuXNnmjVrlrLPIYccQocOHWr1uJK0JzDoSpK0CytXrgSgXbt2FfZr3779dv33FpV9fe3iy7VX7RDmEufpzpgxgy1btgDfnn/bs2fPZJhdv349H8V3b060n3baaWRmZtbSK6lbFW0ylpER2/yrtLR0p7a77rqLM888k1GjRvH555+zceNGWrRoQdu2bWnbtm0yhBYVFdXqeFetWgV8G8LLs6vPXZL2RgZdSZJUI6d36kRGRgYbNmzgww8/pLi4mFmzZpGbm0unTp0AkrPdiZneve383OqaOHFicsb2hhtuYO7cuWzatIn8/PzkhmGJZcVRFNXJGMrudC1J/y4MupIk7cI+8SW7u1pammhP9IdvZ/o2btxYbl2qnXp3p8q+viXLlwPQpmXL7R7PadYsGWgnT57Me++9x+bNmznzzDNp2LAh8G2gnTx5MkVFRXz44YfAtwG4LtXnZzB69GgAzj33XJ555hmOPfbY5HuSsDz+vqZSk7G3adMGgKVLl1Y4xiVLllTYLkl7I4OuJEm70LlzZyAWBL/44ouUfbZu3ZpcjnvyyScnH2/RogUAixcvLvf5Z82aVW5bgwax2bi6mu2Db1/flClTdrpEUMLnX33F0vgS507HHrtTe9kgW3bZckKXLl3Iyspi5syZTJo0idLSUrKzs7d7r+rKrj6Dbdu21dl51YljnnjiiSnboyjaaTfqsmoy9pNOOgmInYNd3rLor776qsKfTUnaWxl0JUnahXPOOYdWrVoB5e+6/NxzzyVnzi6//PLk4yeccAIAH330UcpAMX/+fF5//fVyj908O3b+ZsH6wmqNvTIuu+wyIDazN6KcS9w8/MwzALRu0YKeKTaPSoTaDz74gPHjx2/3GEBmZibdunWjpKSERx99FIDTTz89OWNZlxKfwZ///OeUfzAYNWpUrW8ElZCbmwtQ7rVqn332Wb766qty62sy9osvvpgGDRpQVFRU7vWUH3nkkQrHL0l7K4OuJEm70LRp02TA/eMf/8j111/PihUrgNi1VX/961/Tv39/APr27Ztcxgtw4YUXkp2dTWlpKZdeeimff/45ENu06I033uDss88ud0dcgGOPPBSAGR/+nQVffl0Hrw5OOeUU+sQvK3T7Y4/xm1deobikBIDlq1dzw8CBvP7uuwDcd9NNNGnceKfn6NatG5mZmWzcuJFPP/2UNm3acNxxx23XJxF8EzPYu+v83MQfHubPn0+/fv1Ys2YNAOvXr2fo0KFcf/31tNxhOXZtSVw6aPz48Tz88MPJmdWCggIeffRRbr755uQfUWp77AceeCDXXnstAPfffz9PPvkkGzZsAGDNmjUMGDCAl156iby8vFp5rZK0JzHoSpJUCTfddFNy06DnnnuO/fbbj5YtW5Kbm8utt95KaWkpZ511Fi+88MJ2dbm5uQwbNowQAn/729848sgjad68OdnZ2Vx00UUccMABPPTQQ+Uet88FvWjTqgVrC9ZzVPc+tDmuJwd1+S4Hdfkuf/u4atdsrciLL75I9+7d2Vxayu2PPca+p51Gu27dOKRnT0bGZ3n7X3011116acr6rKys7S6/06NHj502Qdox2O6uoNurVy+uvPJKAH7729/SunVrWrRoQYsWLRgwYAA//elPufDCC+vk2D/+8Y8544wzgFjYzMnJoWXLlrRq1Yp7772X8847j5/97Gd1NvYhQ4Zw+umns3XrVu68807y8vJo2bIlbdq0YejQofziF7/g+OOPB6BJkya1+MolqX4ZdCVJqqQhQ4YwefJk+vTpQ9u2bdmwYQM5OTmcddZZvPTSS0ycODHlJWiuvfZa3n77bXr27Enz5s3ZsmULhx9+OI8//jjTpk2rcEa3RV5zpr/+Wy77z3Npt+8+rCvcwKJvlrHom2Vs3LS51l5bbm4ukyZN4jcPPcSZJ59MTlYWG4qLadu6NRedcw7vvPQSj95+e4XPUTa4ptpkqnPnzjRv3hyA5s2bJ88h3R1GjhzJU089RceOHWnatCnbtm2jW7duvPrqq/z617+us+M2atSId999lwceeIDDDz+cRo0aEUURp5xyCr/5zW948803d9qcqjbHnp2dzaRJk/jVr37F8ccfT2ZmJlEU0b17d15//XUefvhhCgoKAJzZlZRWQl1ubqHKCyFEULebjdS7gbnVrKveTpjzjzyqWnVHLZhfrTqpsnbXz+aiRYsoLi4mKyuLAw88sFrH1B5g6d+rV7d/6s2PdqVk3rxq1TVNsUHV7vSjH/2IP/zhD/Tr14/nnnuuXseyN9mwYQOtWrVi8+bNTJ8+PTn7XBm7+3eM/65rT+XPZu1JrASKoqjG10VzRleSJO31EpfIadu2bT2PZO8yZMgQNm/eTMuWLXfLDtiStLsYdCVJ0l5t2rRpzJw5E4BTTz21nkezZyksLOSyyy7jnXfeSS5Rhths7J133pncZK1///6eoysprdT9nv6SJEl14IUXXuC2225L7mTcsWNHzjnnnHoe1Z5l69atjBkzhjFjxgAkzyEvLPz2clV9+vThnnvuqZfxSXWmOqfMVfN0Oe2ZDLqSJGmPcPHFFydnZiujoKCATZs2sd9++3HBBRfw2GOP7Zbr8u5NsrOzGT58OBMnTmTevHmsWrWKkpIS9ttvPzp37syPf/xj+vTps9MO2ZK0t/NfA0mStEfIz89PXp+4sqZMmUKPHj3qZkBpICMjgxtvvJEbb7yxvociSbuVQVeSJO0Rpk6dWt9DkCSlCTejkiRJkiSlFYOuJEmSJCmtGHQlSZIkSWnFoCtJkiRJSisGXUlKc1EU1fcQJKUhf7dI2pMZdCUpTTVoEPsVv2XLFv9DKqlWRVHEli1bgG9/10jSnsTfTJKUppo2bQpAaWkpmzZtqufRSEonmzZtorS0FICsrKx6Ho0k7cygK0lpqnnz5sn7S5YsYePGjc7sSqqRKIrYuHEjS5YsST6Wk5NTjyOSpNQy6nsAkqS6kZmZSV5eHgUFBWzevJmvv/6aRo0akZGRQQihvoenyiraVr260kXVKtsSn6WrqoxF1Tue9h6J5cqlZX5G8vLyyMzMrMdRSVJqBl1JSmP77rsvAAUFBUBsGXNpNYOM6sm61dWrC9VbTlqan1+tukZNmlSrTnuvvLy85O8YSdrTGHQlaWBuNevW1e446kAIgf32249WrVpRWFhIcXEx27ZVc4ZQ9WP+36pXt/+R1SpbO2dOteqyDj20WnXauzRo0ICsrCxycnKcyZW0RzPoStK/gczMTFq1akWrVq3qeyiqqhFDqld38QPVKit+8aVq1R14553VqpMkqS64GZUkSZIkKa0YdCVJkiRJacWgK0mSJElKKwZdSZIkSVJaMehKkiRJktKKQVeSJEmSlFYMupIkSZKktGLQlSRJkiSlFYOuJEmSJCmtGHQlSZIkSWnFoCtJkiRJSisGXUmSJElSWjHoSpIkSZLSikFXkiRJkpRWDLqSJEmSpLRi0JUkSZIkpRWDriRJkiQprRh0JUmSJElpxaArSZIkSUorBl1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiRJkqS0YtCVJEmSJKUVg64kSZIkKa0YdCVJkiRJacWgK0mSJElKKwZdSZIkSVJaMehKkiRJktKKQVeSJEmSlFYMupIkSZKktGLQlSRJkiSlFYOuJEmSJCmtGHQlSZIkSWnFoCtJkiRJSisGXUmSJElSWjHoSpIkSZLSikFXkiRJkpRWDLqSJEmSpLRi0JUkSZIkpRWDriRJkiQprRh0JUmSJElpxaArSZIkSUorBl1JkiRJUlox6EqSJEmS0kpGfQ9AkiRJklQ5g/t+r1p1t48ZV8sj2bM5oytJkiRJSisGXUmSJElSWnHpsiRJkqpuYG4169bV7jgkKQVndCVJkiRJacWgK0mSJElKKwZdSZIkSVJaMehKkiRJktKKQVeSJEmSlFYMupIkSZKktLLbgm4I4e4QQpS47aJvTghhYAhhbghhQwhhXQjhoxDC7SGEzEocq20IYXAI4fMQQkkIIT+EMCOE8P9CCKES9YeEEJ4LIXwdQtgYQlgVQpgQQuhTldcsSZIkSdr9dst1dEMIRwAPVLLvgcBU4KD4Q8VAY6Bz/HZFCKFXFEVry6nvBEwAWsUf2gDkAKfHbz8IIfSOomhzOfUXAP8DZMUfWg+0BL4DfCeEMAK4NoqiCsO6JEmSJKl+1PmMbgihAfAS0AT4YBd9M4C3iIXcZcA5URQ1IxY6LwMKgROBl8upzwXGEQu5C4CToyjKAZoBNwGlwLnAsHLqDwZejR/vfeCIKIpygVzgoXi3a4A7d/nCJUmSJEn1YncsXb4ZOA34A/DuLvpeBRwXv98niqK/AkRRtC2KojHAT+NtF4QQeqWovwPYFygBLoiiaHa8fnMURc/w7axyvxDC4SnqHyIWipcD34ui6It4/YYoih4Ano/3uzeE0GIXr0WSJEmSVA/qNOjGZ0gfAdYAt1Wi5Kr41ylRFKWa/R0NfB2//+MU7YnHRkdR9HWK9qeJLWVuCFyxw1ibAYlzcH8TRVFBivrH4l+bAxelaJckSZIk1bO6ntF9gdgM6YAoilZV1DGEkAV0i387PlWf+Hmx78S//c4O9UcAB+yifgMwI1U9sfN3m+6ifiEwv5x6SZIkSdIeoM6CbgjhOqAX8Ncoin5XiZKjyoxnXgX9Em37hhBalnn82BR9Kqo/eofHq1p/TAV9JEmSJEn1pE6CbgihHfArYufK/nQX3RP2L3N/SQX9yrbtX879ytQ3DyFkp6hfG0VRSSXq96+gz07KXlop1a0qzyVJkiRJKl9dzeg+R2yn4oFRFH1VyZqcMveLK+hXti2nnPs1qa+otmx7ToW9JEmSJEn1otavoxtC+BHwXeATYEhtP//eKoqiUFG7s7qSJEmSVDtqdUY3hNCW2DVqtwLXRVG0pQrlhWXuZ1XQr2xbYTn3a1JfUW3Z9sIKe0mSJEmS6kVtL11+HGhF7HqzC0II2WVvQGaiY5nHE48tLfM87So4Rtm2peXcr0z9+vguzDvWtwghNKV8ifqlFfSRJEmSJNWT2g66B8e//ozYjOeOt3vK9E08Nij+/XxgW/x+2R2Qd5RoWx5FUX6Zx+el6FNR/f/u8HhV6z+roI8kSZIkqZ7U9XV0Ky2KomLg/fi356XqE0IIwLnxb9/dofkL4F+7qG8GnFFO/XvEdomuqP5AYpdBSlUvSZIkSdoD1GrQjaKoRxRFobwb8GCZvonH+5d5ilHxr2eFELqkOMQlwH/E7293bd4oiqIyj10WQjgoRf2NQDaxc4j/sEN9EfBa/NufhRByU9TfFf9aCIxN0S5JkiRJqmd7zIxu3ChgLhCA10IIvQBCCA1CCJcAL8T7jY+iaFKK+ieB5cQ2jHo7hNApXp8ZQvgZ8HC83/NRFH2Rov5+oAjYD3grhHBYvL5ZCOF+4Pp4v19GUbS2hq9VkiRJklQHav3yQjURRdGWEEJvYApwEPDXEEIxsUDeJN7t78AV5dSvCyF8D5gAHA3MDiEUxmsbxbu9C9xWTv3XIYRLgf8htsT5ixDCOmKzwA3j3UYAv6rJ65QkSZIk1Z09bUaXKIoWAscDDxHbICoCSoGPgTuArhXNpkZR9DFwDDAU+D9iAbeI2Dm41wHnR1G0qYL6v8SP/wKwkFhIXgtMBH4QRdFP4sukJUmSJEl7oN06oxtF0UBgYCX6FQIPxG/VOc4KYED8Vp36fwL9qlMrSZIkSapfe9yMriRJkiRJNWHQlSRJkiSlFYOuJEmSJCmtGHQlSZIkSWnFoCtJkiRJSisGXUmSJElSWjHoSpIkSZLSikFXkiRJkpRWDLqSJEmSpLRi0JUkSZIkpRWDriRJkiQprRh0JUmSJElpxaArSZIkSUorBl1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiRJkqS0YtCVJEmSJKUVg64kSZIkKa0YdCVJkiRJacWgK0mSJElKKwZdSZIkSVJaMehKkiRJktKKQVeSJEmSlFYMupIkSZKktGLQlSRJkiSlFYOuJEmSJCmtGHQlSZIkSWnFoCtJkiRJSisGXUmSJElSWjHoSpIkSZLSikFXkiRJkpRWDLqSJEmSpLRi0JUkSZIkpRWDriRJkiQprRh0JUmSJElpxaArSZIkSUorBl1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiRJkqS0YtCVJEmSJKUVg64kSZIkKa0YdCVJkiRJacWgK0mSJElKKwZdSZIkSVJaMehKkiRJktKKQVeSJEmSlFYMupIkSZKktGLQlSRJkiSlFYOuJEmSJCmtGHQlSZIkSWnFoCtJkiRJSisGXUmSJElSWjHoSpIkSZLSikFXkiRJkpRWDLqSJEmSpLRi0JUkSZIkpRWDriRJkiQprRh0JUmSJElpxaArSZIkSUorBl1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiRJkqS0YtCVJEmSJKUVg64kSZIkKa0YdCVJkiRJacWgK0mSJElKKwZdSZIkSVJaMehKkiRJktKKQVeSJEmSlFYMupIkSZKktGLQlSRJkiSlFYOuJEmSJCmtGHQlSZIkSWnFoCtJkiRJSisGXUmSJElSWjHoSpIkSZLSikFXkiRJkpRWDLqSJEmSpLRi0JUkSZIkpRWDriRJkiQprRh0JUmSJElpxaArSZIkSUorBl1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiRJkqS0YtCVJEmSJKUVg64kSZIkKa0YdCVJkiRJacWgK0mSJElKKxn1PQApXQzu+71q1d0+Zlwtj0SSJEn69+aMriRJkiQprRh0JUmSJElpxaArSZIkSUordRJ0QwitQgjXhBBeDiH8bwihKISwKYTwTQhhbAjh+5V4jpwQwsAQwtwQwoYQwroQwkchhNtDCJmVqG8bQhgcQvg8hFASQsgPIcwIIfy/EEKoRP0hIYTnQghfhxA2hhBWhRAmhBD6VPZ9kCRJkiTtfnW1GdXyHZ57I1AKtIvf/jOEMB74QRRFxTsWhxAOBKYCB8UfKgYaA53jtytCCL2iKFqb6uAhhE7ABKBV/KENQA5wevz2gxBC7yiKNpdTfwHwP0BW/KH1QEvgO8B3QggjgGujKIoqfhskSZIkSbtbXS1dzgA+BG4ADomiqGkURdnAwcCL8T7nA8/tWBhCyADeIhZylwHnRFHUjFjovAwoBE4EXk514BBCLjCOWMhdAJwcRVEO0Ay4iVjgPhcYVk79wcCr8eO9DxwRRVEukAs8FO92DXBnpd4JSZIkSdJuVVdBt2cURV2iKPpNFEVfJR6MomhhFEX/j28D7o9CCB12qL0KOC5+v08URX+N126LomgM8NN42wUhhF4pjn0HsC9QAlwQRdHseP3mKIqeAR6I9+sXQjg8Rf1DxELxcuB7URR9Ea/fEEXRA8Dz8X73hhBaVOK9kCRJkiTtRnUSdKMomrKLLi+Wud95h7ar4l+nRFH0QYra0cDX8fs/TtGeeGx0FEVfp2h/mthS5obAFWUbQgjNgMQ5uL+JoqggRf1j8a/NgYtStEuSJEmS6lF97bq8scz9hok7IYQsoFv82/GpCuPnxb4T//Y7ZdtCCEcAB+yifgMwI1U9sfN3m+6ifiEwv5x6SZIkSVI9q6+g26PM/bll7h/Ft2OaV0F9om3fEELLMo8fm6JPRfVH7/B4VeuPqaCPJEmSJKke7PagG0LIA+6JfzsjiqLPyzTvX+b+kgqepmzb/uXcr0x98xBCdor6tVEUlVSifv8K+mwnhBBVdKvs80iSJEmSKrZbg24IoQHwe2A/YsuXb9qhS06Z+ztddqictpxy7tekvqLasu05FfaSJEmSJO12dXUd3fI8BXwvfv/GKIr+sZuPX2+iKAoVtTurK0mSJEm1Y7fN6IYQnuTbGdzboih6KUW3wjL3syp4urJtheXcr0l9RbVl2wsr7CVJkiRJ2u12S9ANIQwCbo9/e0cURcPK6bq0zP12FTxl2bal5dyvTP36+C7MO9a3CCE0pXyJ+qUV9JEkSZIk1YM6X7ocQvgVcEf82/+KomhwBd3nA9uIBfBjKecSP3y7O/LyKIryyzw+b4c+80ktUf+/Ozy+Y/1Hu6j/rJx2SdpjDO77vV13SuH2MeNqeSSSJEm7R53O6MaXK5cNub+qqH8URcXA+/FvzyvnOQNwbvzbd3do/gL41y7qmwFnlFP/HpDYbbm8+gOJXQYpVb0kSZIkqZ7VWdCNh9yyy5UrDLlljIp/PSuE0CVF+yXAf8Tv/65sQxRFUZnHLgshHJSi/kYgG9gK/GGH+iLgtfi3Pwsh5Kaovyv+tRAYW+6rkCRJkiTVizoJujuckztgF8uVdzQKmAsE4LUQQq/4czYIIVwCvBDvNz6Kokkp6p8ElhPbMOrtEEKneH1mCOFnwMPxfs9HUfRFivr7gSJil0B6K4RwWLy+WQjhfuD6eL9fRlG0tgqvS5IkSZK0G9T6ObohhAOAO+PfbgPuCiHcVUHJk1EUPZn4JoqiLSGE3sAU4CDgryGEYmKhvEm829+BK1I9WRRF60II3wMmAEcDs0MIhfHaRvFu7wK3lVP/dQjhUuB/iC1x/iKEsI7YLHDDeLcRQGVnqCVJkiRJu1FdzOg22OF+213csnd8giiKFgLHAw8R2yAqAkqBj4md89u1otnUKIo+Bo4BhgL/RyzgFhE7B/c64PwoijZVUP+X+PFfABYSC8lrgYnAD6Io+kl8mbQkSZIkaQ9T6zO68ZAaauF5CoEH4rfq1K8ABsRv1an/J9CvOrWSJEmSpPqzW66jK0mSJEnS7lLn19GVJEkqT3Wu8+w1niVJu+KMriRJkiQprRh0JUmSJElpxaArSZIkSUorBl1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiRJkqS0YtCVJEmSJKUVg64kSZIkKa0YdCVJkiRJacWgK0mSJElKKwZdSZIkSVJaMehKkiRJktKKQVeSJEmSlFYMupIkSZKktGLQlSRJkiSlFYOuJEmSJCmtGHQlSZIkSWnFoCtJkiRJSisGXUmSJElSWjHoSpIkSZLSikFXkiRJkpRWDLqSJEmSpLRi0JUkSZIkpRWDriRJkiQprRh0JUmSJElpxaArSZIkSUorBl1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiRJkqS0YtCVJEmSJKUVg64kSZIkKa0YdCVJkiRJacWgK0mSJElKKxn1PQDtfQ66++1q1S1sUssDkSRJUlrz/52qLoOuJEm7gf9ZkyRp93HpsiRJkiQprRh0JUmSJElpxaArSZIkSUornqMrKW14DqQkSZLAoCtJkiTtZHDf71Wr7vYx42p5JJKqw6XLkiRJkqS0YtCVJEmSJKUVg64kSZIkKa0YdCVJkiRJacXNqCRJkv6NuWO9pHTkjK4kSZIkKa0YdCVJkiRJacWgK0mSJElKKwZdSZIkSVJaMehKkiRJktKKQVeSJEmSlFYMupIkSZKktGLQlSRJkiSlFYOuJEmSJCmtGHQlSZIkSWnFoCtJkiRJSisGXUmSJElSWjHoSpIkSZLSikFXkiRJkpRWDLqSJEmSpLRi0JUkSZIkpRWDriRJkiQprRh0JUmSJElpxaArSZIkSUorBl1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiRJkqS0YtCVJEmSJKUVg64kSZIkKa0YdCVJkiRJacWgK0mSJElKKwZdSZIkSVJaMehKkiRJktKKQVeSJEmSlFYMupIkSZKktGLQlSRJkiSlFYOuJEmSJCmtGHQlSZIkSWklo74HIEmSpH8fx406rlp1r9byOCSlN2d0JUmSJElpxaArSZIkSUorLl2WJCkNuTxUkvZsz1w/ub6HkNac0ZUkSZIkpRWDriRJkiQprbh0WXs8l99JkiRJqgpndCVJkiRJacUZXUmqpt292sBNKyRJkirHGV1JkiRJUlpxRleSJEnSvz33hUkvzuhKkiRJktKKM7rSDjwPUpIkSdq7OaMrSZIkSUorzuiWI4SQA9wO9AEOBrYCXwCjgaejKNpcj8OTJElSJbhSS/r3ZNBNIYRwIDAVOCj+UDHQGOgcv10RQugVRdHaehmgJEl7GMOEJGlP4tLlHYQQMoC3iIXcZcA5URQ1A7KAy4BC4ETg5foaoyRJkiSpfAbdnV0FJPYW7xNF0V8BoijaFkXRGOCn8bYLQgi96mOAkiRJkqTyGXR3dlX865Qoij5I0T4a+Dp+/8e7Z0iSJEmSpMoy6JYRQsgCusW/HZ+qTxRFEfBO/Nvv7I5xSZIkSZIqz6C7vaP49j2ZV0G/RNu+IYSWdTskSZIkSVJVGHS3t3+Z+0sq6Fe2bf9ye0mSJEmSdrsQW4krgBDCD4E/xL89LIqiL8vpdw7wbvzb08o5l3fHGt9oSZIkSdqFKIpCTZ/DGV1JkiRJUlrJqO8B7GEKy9zPqqBf2bbCcnuVURt/lVDlJWbQfd+1p/FnU3syfz61p/JnU3sqfzb3XM7obm9pmfvtKuhXtm1pub0kSZIkSbudQXd784Ft8fvHVtAv0bY8iqL8uh2SJEmSJKkqDLplRFFUDLwf//a8VH1CCAE4N/7tu6n6SJIkSZLqj0F3Z6PiX88KIXRJ0X4J8B/x+7/bPUOSJEmSJFWWQXdno4C5QABeCyH0AgghNAghXAK8EO83PoqiSfU0RkmSJElSObyObgohhIOAKcBB8YeKif1RoEn8+78DvaIoWrvbB6dKcQc87an82dSezJ9P7an82dSeyp/NPZczuilEUbQQOB54CJgHREAp8DFwB9DVkCtJkiRJeyZndCVJkiRJacUZXUmSJElSWjHoSpIkSZLSikFXkiRJkpRWDLqSJEmSpLRi0JUkSZIkpRWDriRJkiQprRh0JUmSJElpxaArSZIkSUorBl1JkiRJUlox6EqSJEmS0opBV5IkSZKUVgy6kiRJkqS0YtCVJEnSXiOE0CiEMCSEMLi+xyJpzxWiKKrvMUi7VQihGfA0EEVRdG19j+f/t3fn4XJVVcLG35UEEpIwhIBMIqB80i3ghCDYCIKCDDI48YE4YKugNg4t2GrD5we23bYz2tpOSCMtjrQtiojaAjLIYIcWmRQUIcoQIgQIJCSSrP5jn+JWLnVvpltV51S9v+epp26dc/bNqsp6dt11zj57a3BFxFbAc4DJwHWZecsqtHkXMDMzP9Dt+DS8ImIb4FXAE4HfAWdm5n3VvknAm4Fjge2BhcBFwAcz88b+RCyNqL7HF1K+xyf3Ox4JICJeABwOPLna9Hvg3My8sE8hDT0LXQ2diJgNzMcvSHVJREwDvgC8etSuS4DjM/OGcdreBTzB3FS3RMRhwNnAem2b7wX2ycwbIuJ04PVAtO1PYAlwSGb+tGfBSh1Y6KrXIuKvgUWZ+Y0O+6YDXwdeMkbz84EjM/PhLoaoDix0NXQsdNVtEfED4ABWLBRaFgNvzcyvjNHWQlddU40y+DUwo9q0AJhV/Xw98HbgQuAh4DvAHZSrE4cB04B5wA6Z+WAPw9YQiIhlE/BrMjOnTMDvkVYQEcuBuzJzqw772r/zH6H0pQA7UfrNBH6QmYf2KFxVvEdXkiZQRBwOHFi9/AKwG/B04B3AXZSraGdExNv6EqCG3d9QitzfUgrW2cDOwFxgR+CTwB+BnTLzmMw8KTOPogzB/xPwBOC1fYlcgy4m6CF1y+PyKyIOZeQ7/1+ATTNzt8zcDdgU+HTV7uCIeHHPIhUAnvVSI0XE+9ei+fQJC0R6vNdRzt5+OTPf0rb9+og4C/gqcDBwWkRMzszT+hCjhtd+lPx8d+ue8Wq48v8H/o1yUuYNmTm3vVFm3lgd81lK/n6mt2FrSCRwBfCTlRy3LvC+6njnM1A/tU78fTMz39G+oxqq/M6I2IQyJ8JrgB/1OL6h5tBlNVI1hGRtkjdw6LK6ICL+AGwJbDe6WKj2B+UM798wUnB8om2/Q5fVNRGxANgAWC8zl7Zt3wr4AyUnZ2fm/R3abkoZunxHZm7dm4g1LCLivcD7gamUE4Lvysx7xzjWe3TVU9XfnXdn5pajts8FtgKemZnXjdF2J+BXwG8z86ldD1aPsdBVI7UVuvMoE6SsjknA1vgFqS6IiEeApZm5wUqO+xjwLkYVuxa66qaIWAosrIYst2+fAiwFHsjMWR0bl+MeANbJTEfGaMJFxA7AGcAelLk03pWZZ3c4zkJXPTVOobsYWJ6ZMzq3fOy4h6vj1u9imBrFoctqqrmUYvWdmfmt1WlYDSG5pytRSfAoZTmhcWXmidUX54nARyNiucOY1QOtK7oryMxHy2ADFq+k/VL820Fdkpm/iYg9KZOifRA4KyJeA7w5M2/ra3BSZ0uAVZlIbRFgkdtjTkalpppTPT97Ddo6jEHddDswLSK2XdmBmfl3wMcpQ+k/HhHvWEkTaW3NB9aNiI067LsZGHOt52rY/YbV75C6IotPUe4XvwjYnzLHwQnVGs9SndwAbFQtK9hR1XduANzXs6gEWOiqua6hFAdrUuhK3XRN9bz/qhycme8GPkHJ509QZmmUuuWm6vnpo3dk5l9k5t7jtH0q5WruH7sRmNQuM3+fmS8CjgP+DHwEuDointXfyDTENouIZe0PYPdq307jtNsBWIdyu516yEJXTbU2V3SXUYY+3z5x4UiP+SmlaD1mVRtk5omMFLv2y+qm/6bk2V+tQduDKCNifj6hEUnjyMwvUZa++iHlO/8q4MN9DUrDarxlrV45TrsDquc54xyjLvA+GzXVz4B9oAwJydWYVa2aTXTb7oQl8T3KyZTnRsTemfmzVWk06p5dqVv+g3If+U0rO7BdREwGjqf8QXfxxIcljS0z7wReEhGvBk4D3jJ+C2nC7bOS/fePs++46vmKiQlFq8pZlyWpRiJia2BSZjriQJJGiYgnUK7obguQmSsrQCQNKQtdSZIkSdJA8V4wSZIkSdJA8R5dDbxq3dztKIvL/2Z17ueVusncVF1FxBTgmYzk59WZ6dIYqgX7TtWVfWe9eEVXjRYRh0XE2RFxbkScHBEz2/btFBE/o0znfiVlrbP5EXFStaaZ1DXmpuoqIiZFxDsi4vKIuDYiTq/uDW/t35cyWdVVwDeAHwDzIuJLEbFen8LWkLDvVF3ZdzaP9+iqsSLiY8Dftl5Slr34LfBcYCPgamB2ta9dAl/LzNf0JlING3NTdRYR3wRewYr5dw/wHEpeXg5M79A0gQszc7+uB6mhZN+pOrPvbB4LXTVSROzFyBIXtwK/ZGSoyOeAmcBrgZuBzwC3AJsBxwLPo3Q6B2fmBT0MW0PA3FSdRcShwHerl5cCvwB2A/YEzgLWB15KWcLt44zk51uBIyj5+arM/GZPA9fAs+9Undl3NpOFrhopIr4KvIrS6RyRmY9W90V8G9gLWBe4Edg7Mx9pazeJsuj8fsA5mXlEr2PXYDM3VWcR8R3gMOD0zDyubfsXKXk7Bbg4Mw/o0PZs4CjgB5l5SI9C1pCw71Sd2Xc2k4WuGikifkdZQ+8vMvOWtu1PBX5NOXO2f2b+tEPbp1POFM/NzG17Ea+Gh7mpOouIucBWwJMy84627U8E5lLyc8/MvKJD2ydThpHemZlP7FHIGhL2naoz+85mstBVI0XEImB5Zs7ssO9hYBqwaaeZ7qoJKxYBmZmd7qWQ1pi5qTqLiEeApZm5QYd9Cyn3l22UmQvHaP8QMCUzp3U3Ug0b+07VmX1nMznrsppqImZXdIZGdYO5qTpbDqwzxr7W9o6zg0bEZMrw0WVdiEuy71Sd2Xc2kIWummoesF5EPKV9Y/W61dE8c4y2OwJTKTPlSRPN3FSd3QGsGxE7t2+MiGdQ/hAD2H2MtrtS7kO7u3vhaYjZd6rO7DsbyEJXTXVV9fyP1UQUrQkpPlRtnw/8U0Ss296oOuYjlHsp5vQoVg0Xc1N1dhnlqtcnW+uTVs+fpOTercBHImJ2e6OIWB84rTrmyl4GrKFh36k6s+9sIO/RVSNFxH7AjxhZY+9a4BnA9sBS4OXAeZSFu/8V+B2wDfBGYJeq3Ssz8zs9D14DzdxUnUXEroz8sbWQslTLUylLYzwE7A9cQSkqzmIkP18FbM04EwJJa8O+U3Vm39lMFrpqrIj4PGX9PCgdSOvenHdm5qerhb1fWe1boSnww8w8uDeRatiYm6qziDgZ+MCozcuBIzPznIg4DXg7K+ZnK4fPyMw3dj9KDSP7TtWZfWfzWOiq0SLi9cBrgC0ow0Y+l5nnVfvWAz4GvIlybwTAYuB04D3t6/BJE83cVJ1FxD6smJ9fzMxrq32TgBOqxxOqJrcB/wKclv7hoC6y71Sd2Xc2i4WuBl51D8VTKWfdfu0XoerC3FTdRcTGlCVf7u93LFKLfafqzr6zHix0JUkaEhExPTMX9TsOSWoS+85mctZlNVJE3B4Rn4qIF1brk0m1YG6q5uZHxLkR8YaIeMLKD5d6w75TNWff2UBe0VUjRcRyRm72fwA4HziXMhnFQ30LTEPP3FSdRcSjlJPcychyF98FvpeZN/cxNA05+07VmX1nM1noqpGqBboPBw5jZAH5pCxBcBHwPUrnc2c/4tPwMjdVZ9V9Yy+h5Oh+wAxGioubGfnD7Yp+xKfhZd+pOrPvbCYLXTVeRGxN+WI8HNiLMhNj64zbHEY6nxv6FKKGlLmpOouIqZQ/2A6n/AHXGo6XwD1UhQXwX5m5pB8xajjZd6rO7Dubw0JXAyUiNgQOonQ+B1AW8m4l+a1UX47AZU7zrl4yN1VnERHA7pT8PBTYodqVwCLgAkp+npeZC/oRo4aTfafqzL6z3ix0NbAiYh1gX0rncwiwZbUrgXuB8yidz48yc3E/YtRwMjdVdxGxAyPDSHdj5N60ZcBllHsnz83M2/oUooaQfafqzr6zXix0NTQiYldGzrjtWG1OymLzb8vMf+tTaBpy5qbqrJph9FBKju4LTGPkitqJmfnJPoWmIWffqTqz7+w/lxfS0MjMX2TmSZm5M7A9cAJwOTAV2LqvwWmomZuqs8y8JzNPz8yXAJsALwfOBhZQhpFKfWHfqTqz7+w/r+hq6EXEbGDjzLyl37FI7cxN1VlETAJmZ+b8fscitbPvVJ3Zd/aOha4kSZIkTYCqkH0JQGZ+r8/hDDULXTVeNSPj4cD+lHt0tmRkSMhC4E7gBuDHwHcz84E+hCmtVESsCxwJkJln9TkcDYGq/5ycmfet4vG7A+tm5iXdjUzDLCK2BLYCbs3Me0ft2ww4ijJUeSFwcWb+qPdRSp1FxAxKbi7PzCn9jmeYWeiq0SLiROAkYIPWpjEObSX6QuAfMvPj3Y5NWl3VcLv5+OWoLouI1wPvA55SbboL+BLw0cxcNE67u4BNzU91Q0RsCnwFeHG1KYGzgLdk5pKIOAT4KjBzVNPLgMMy8/5exSqNpa3Qzcyc3O94hpmFrhorIk4HXs9IcXsTcD1wB2XtMoDplLPCOwF/WW1L4IzMfFPvopVWrq3Q9ctRXRMRpwIn8/gTgwncDLwyM68fo+1dwBPMT020iJgMXAU8ixVzM4EvAx8AbqQUuUuA+4BNgSnVMT/NzP17GbOGR0RcuBqHTwaeT8nLn7Vtz8x84YQGpnFZ6KqRIuJlwDnVyy8CH8rM21fS5knAe4Hjqk0vz8zvdi1IaTVZ6KrbIuLZwNWUVRd+Rbk69gjwAsotIJOAB4EDM/OKDu0tdNUVEXEMcAZlvdGPAFcCewHvqrZ9AXgLcCLwueoK70zg7ygnbhI4ODMv6H30GnQRsZySY2ONHBxPq53f7T3m0CM11bGUjuMDmXnqqjTIzLnAWyPibuAUSsH73W4FqOEUEXutRfMNJywQqbO3UorZS4EXZeafq+2fiYg9gK8B2wAXRMRBmXl5n+LU8DmC8r1+amZ+sNr2/YhISnH7VuCzmXlaq0FmPgS8PyI2B95ImePAQlfddCPlhPR4JgN7UvLZ+Qz6yCu6aqSIuAeYBWw43v1kY7SdDjwA3JeZm3UjPg2vtrO+a/wr8KyvuiQifkOZxGe3zJzTYf8mwPeB5wIPAQdl5mVt+72iq66IiDuAzYGtMvPutu07AtdR+tX/k5m3dmi7M3AtcFNm7tijkDVEIuKHlHvHFwDvzswzxjl2JmVkjN/lfWahq0aKiMXAI5k5aw3bLwCmZub0iY1Mw24thze1+OWoroiIhyhXG6bnGH8AVBOpnE+5x+xhyjDmy6p9FrrqiohYAjyamTNGbW9N7LMkM9cbo20Ai6tjHBmjrqiG138c2Ai4GDg2M3/X4Tgno6qJSf0OQFpDdwEbRMRTVnrkKBGxPWWI6F0THpVUJkiBMoxuu9V87NLrYDV0plCKgTHPcmfmw8CBlCF3M4DzI+KvehSfhtcjwJ9Hb6zyEcqVtI6qfH4Q6FgISxMhM88EngacC+wDXBcR760mUlMNWeiqqX5CuWJ2RkRssLKDWyJifcrsjVn9DmmiXVM9b5GZt6/OA5jbz8A1FO4G1o+IcUfDVLeEHEQpdmdisavum0/Jzalr2H49ximGpYmQmfMy82WU+8EXAv8IzImIXfsbmTqx0FVTfZiyhNCewE0RcVJE7NLpCzIiplb7TqIsQbRn1fbDPY1Yw2IO5SSMV2dVR7+qnvdZ2YFtxe6lwPqU4cwOC1W3tE70bddh3x7AwWM1rNbfnQHM60Jc0uNk5rcoy1Z+A3g68POIOK0atqyasNBVI1WTURxBKVi3oKyvdzWwKCL+FBFzq8efqmOuro7Zsnp9RGb+vj/Ra8C1rug+u69RSJ1dTDkR86pVObgqdg9kpNid1rXINOxak6M9buRAZl6Vmf8zTts9q+dfTnRQ0lgy877MPBo4DLgHeDtwA/CSvgamx1joqrEy83xgZ+Bsyr09UT02Bp5YPTZu2/4IZc3InTPzh/2IWUPhEuBUyrD61Z2Q6j7K1YwnT3hUUnFu9Xzoqs5x0Fbs/qxrUUklv24EtlqDtsdUzxdPVDDSqsrM71Ou7p4BPImyTJtqwFmXNRCqJYP2BHaiXLVdv9q1ELgTuB64bHWXIpKkQRMRzwPWAW7JzDtXo916wCuASZn5lW7FJ62OaiKgoykntM/LzHv7HJKGWES8CPgSZT1yZ13uMwtdSZIkSdJAceiyJEmSJGmgWOhKkiRJkgaKha4aLSK2iIg3RcTfRsTzR+2bHhGnRsT1EfFwRNwdEd+JiD3H+n3SRDE3VWfmp+rK3FSdmZ/N4j26aqyIeAVwJmWR+JZvUZbNmEaZwXEXygQVLVk93pGZn+1NpBo25qbqzPxUXZmbqjPzs3ksdNVIEfFkylplU6tN91GWEkrgPdXP7wWWAD8AbgE2A14KbAg8Cjw7M6/vbeQadOam6sz8VF2Zm6oz87OZLHTVSBFxGmVh7uuBwzPz1mpNyO9SzqpNp3Q++2XmTW3tNqeccdse+Hxm/k2PQ9eAMzdVZ+an6srcVJ2Zn81koatGiohfATsCL8jMS9u27w1cROlsjsnMf+/Q9gDgfOCmzNyxRyFrSJibqjPzU3VlbqrOzM9mstBVI0XEg5ThI9OyLYkjYhLwCDAZeFJm3tGh7VTgYWBxZq7fo5A1JMxN1Zn5qboyN1Vn5mczOeuymmoapcNY4UxNZi4HFlUvF3RqmJlLqmPW7WqEGlbmpurM/FRdmZuqM/OzgSx01VQLgPUjYlb7xojYGNigerlDp4YRsQUwE7i/mwFqaJmbqjPzU3VlbqrOzM8GstBVU11bPY++qf/46vlR4IQx2p5YPTvznbrB3FSdmZ+qK3NTdWZ+NtCUfgcgraFvAi8CTo2I7YA5wHOAYygTAvw98NGIWAp8HPgdsA3wFuBt1THn9j5sDQFzU3VmfqquzE3VmfnZQE5GpUaKiMnA5cBulM7jsV3AV4A3AddQZsh7XHNKB/T0zFzc5VA1ZMxN1Zn5qboyN1Vn5mczOXRZjZSZy4ADgH8HllI6kUXAJ4A3Z+ajwKGUxb1j1ONa4MV2NuoGc1N1Zn6qrsxN1Zn52Uxe0VXjRcS6wKzMnNdh3yRgf+BpwHLK2bZLR8+aJ3WDuak6Mz9VV+am6sz8bA4LXUmSJEnSQHHosiRJkiRpoFjoSpIkSZIGissLqfEiYiZwOOWeiJ2BLSmLdy+nLPB9M/Bz4KzMvLlPYWoImZuqM/NTdWVuqs7Mz+bwHl01WkQcD5wKbDR616jXrUT/NnB8Zv6py6FpyJmbqjPzU3VlbqrOzM9msdBVY0XEaZRFuFudyz3AZGB29Xop8GVgBmVR76dROp65wF6Z+YdexqvhYW6qzsxP1ZW5qTozP5vHe3TVSBFxAPB2YBnwYWB2Zm6emZsCWwCfBdYBngm8ITN3AnYBfgFsA3y/mgJemlDmpurM/FRdmZuqM/OzmfzA1VRvppwle09mvi8zF7R2ZOa8zHwb8FFgd+C4avv/APsAv6TcU3FMj2PWcDA3VWfmp+rK3FSdmZ8N5NBlNVJE3AlsAmyYmYvHOGZr4Hbgksx8Qdv2A4DzgZ9k5ot7EK6GiLmpOjM/VVfmpurM/GwmC101UkQsARZm5ibjHDOFcr/EbZn55Lbt6wCLgD9l5hZdD1ZDxdxUnZmfqitzU3VmfjaTQ5fVVPcBG0XErHGOeUr1vMKZt8z8M/AAMF5baU2Zm6oz81N1ZW6qzszPBrLQVVP9gjLr3cnjHHMy5X6Ka9s3VmfWZlE6LWmimZuqM/NTdWVuqs7Mzway0FVTnU7pcN4ZEedExO4RsUFEzIqI50fEBcDR1bFnjWq7fdX2tt6FqyFibqrOzE/VlbmpOjM/G2hKvwOQ1kRmfi8ivga8Cnhp9ejkG5l5wahth1fPl3QpPA0xc1N1Zn6qrsxN1Zn52UwWumqy1wJ/AN4JTB21bwnwaeDvO7T7KXAjMKebwWmomZuqM/NTdWVuqs7Mz4Zx1mU1XkTMBl5IWZAbytCQCzPz3r4FJWFuqt7MT9WVuak6Mz+bw0JXkiRJkjRQnIxKkiRJkjRQLHQ1dCJiRkScERFf7ncsUjtzU3VmfqquzE3VmfnZPw5d1tCp7q2YD2RmTu53PFKLuak6Mz9VV+am6sz87B+v6EqSJEmSBoqFriRJkiRpoLiOrhopIt6/Fs2nT1gg0ijmpurM/FRdmZuqM/OzmbxHV40UEcuBtUnewHsl1AXmpurM/FRdmZuqM/Ozmbyiq6abByxZzTaTgK27EIvUztxUnZmfqitzU3VmfjaIV3TVSBFxG6XTOCozv7WabTcB7sEza+oCc1N1Zn6qrsxN1Zn52UxORqWmmlM9P3sN2np2R91kbqrOzE/VlbmpOjM/G8hCV011DeV+hzXpcKRuMjdVZ+an6srcVJ2Znw3kPbpqqrU5s7YMmAssn7hwpMeYm6oz81N1ZW6qzszPBvIeXTVSRKwH7Fa9vCRNZNWEuak6Mz9VV+am6sz8bCYLXUmSJEnSQPEeXUmSJEnSQLHQlSRJkiQNFAtdSZIkSdJAsdCVJEmSJA0UC11JkiRJ0kCx0JUkSZIkDRQLXUmSJEnSQLHQlSRJkiQNlCn9DkCSJBURcUr145mZeVsfQ5EkqdEiM/sdgyRJAiKi9aW8T2Ze3M9YJElqMocuS5IkSZIGioWuJEmSJGmgWOhKkoZWRFwXERkRx3fYt0e1LyPinA7714mIhdX+F7Zt3z0iPhwRl0bE7RHxSETcHxFXRsR7ImJmh991ZtuwZYCL2v7tjIjbOrSZFBFHR8T5ETEvIpZGxPyI+HFEHBURMcZ7vq36ncdExMyI+ED1ObTey7ar+PG1/84DqraPRsSWKzn20urYMyfwPW0eEW+LiHMj4qaIeCAiFkfEbyPi9IjYcZx4zmzFE8UbI+KyiLi39Tmt7uchSeo/J6OSJA2zi4CdgH2Bz4zat2/bzy+IiMgVJ7bYDZgJLAEub9t+RdvPi6rHLOC51eO1EbFPZt7TdtwDwDxgs+r1AmBp2/757YFFxMbAfwJ7jfodmwD7VY8jI+KVmdn+e9rNBuYAT63+rUVjHLcqfgT8HtgO+Gvgg50Oioi/APasXn5x1L61eU//DLyu+vlR4EFgOvCU6vHqiDg6M/9jnPcQwLeBlwPLq397+TjHS5JqzCu6kqRhdlH1vHdEjP5O3Kd6fpBSFD5jjP1XZuYjbdu/D/xfYIvMnJGZG1OKrpcBvwGeBny+/Rdl5jsyc/O2TS/LzM3bHru2dkTEZOA7lILwl8AhwIzM3IhSeL8OuAc4FPjwOO/9FGAD4KXAzMycBWxdtV0t1QmAL1Qv3zDWlVfgTdXz9Zn58wl8T78F3g3sDKyXmbOBqZSTGGdXP39lJVebXwYcBpwIzKr+3zakFPGSpIZx1mVJ0tCKiFnAnygnfnfJzGuq7VMpV1UT+FdK8XNCZn6ire2FlGL3lMw8dRX/va2A3wHrAttm5txR+1c663JEvAY4C/g1sHtmPtDhmF2AXwB/BrZuv3pcDYPeBlgG7JqZ/7Mqsa9MRGwK/JHy3g7IzB+N2j+12r8J8PbM/JeJek+rENt5wMHA/8vMD47adyYjV4NXiEuS1Fxe0ZUkDa3MXABcW71sH6q8O7AeZUjyBaP3V0XbHtXLi1hFmXlH9e8F8Lw1i5o3VM+f61QQVv/OHOAGStG5T6djgAsmqsit/s35QGto8LEdDnkppchdDPz7qH0T9Z7G8oPqec9xjlnAyFVpSVLDeY+uJGnYXQg8i1LIfqzatm/bvp9T7sN9fkRMzsxllCJ1GqVou7L9l1VDoI+sHs8ENq2OHe2JqxtoNcR39+rlKRHx9+McvnH1vM0Y+y8fY/va+DxwFHBIRGyWmfPa9rWGLX8rM+9vbZyo9xQRzwCOoxSz21KGPI8eQj3eZ/6Lce5nliQ1jIWuJGnYXQScQClkp2Tmo4xcMbwwMxdHxJXA3sCulMK2tf/n7cVRREwHzmPFK45LgfsoQ26hFGvrADPWINaNKfebQpngalVMH2P7at+LuzKZeUlE3Ei5D/n1lEmiiIjtGflMRl81Xev3VM2a/SlGRqolZTKpJdXr9Sj3I4/3mU/45yFJ6h+HLkuSht0llJl6ZwK7VcXqcymF0pzqmAur531HPY8etnwSpaBbDPwt5crjtMyc3ZpYCriqOnasCZvGM7nt5wMzM1bhccoYv2vZGvz7q6I10dYb2yaleiPl/V6fmVeMOn6t3lNE/CVwGuVvmm9TZsOelpmz2j7zd7UOHyfubn0ekqQ+sNCVJA21zFzISEG7L2Xo67rAJdUwZRgpaPeNiBmUYgpGCuCWI6vnD2TmaZk5d9SSRACbs+bupRTlMPaQ5H47i7JU0VMon9c6wDHVvk73wK7te3oFpVi+CTgyMzsNQV6bz1yS1EAWupIktRWytA1bbtt/FaV4ex7wQsrQ44coswC327p67jjJU0RsC2w/ThytorjjlcfM/DNwdfXykHF+T99Uk0l9vXp5LCXOzShXub/a4fi1fU+tz/zazBxr3dsXrcHvlSQ1mIWuJEkjRe0ewIGjtlFdIbyccq9na7Kky6r7edu1ZgweveZuyz+vJI4Hq+eNxjnmi9XzQRFx0Hi/LCI2Hm9/F7WGLx8O/F318wqTUI2yNu+p9Znv3Gn93og4EHjBSuKVJA0YC11JkkoRu5QyO/IzgPnAdaOOaRW+z62eOy0r1FqK6OSIeFlETAGIiO0i4mvAEZRlbMZyffV8dHWvcCdfBf6LctX3PyPi5IjYsrUzImZExD4R8Vng1nH+ra7JzP+mDAdfl5HPa7yle9bmPbU+8x2Bz7YK4arNccA5lOHRkqQhYqErSRp6mbmIkUmiAC7ucG/t6MK2U6F7MjAPWJ+ypuziiLifUpwdRZms6lfjhNK6Evpy4P6I+GNE3BYRl7XFuqzafx6lkPwH4I6IeCAiFgALKUX5W1mzmZ0nyufafu40CdVj1uY9ZeZPgW9UL98C3Fu1eYDyed4EnDIRb0iS1BwWupIkFe2F6+hJpgD+m5GhxQ8C14w+IDNvB54DfBm4s9r8CKWAe3Fmfmi8ADLzq8BrgMso9wRvQZmg6YmjjnswMw8BDgK+CcylLNEzHbgD+DHwPmCH8f69LjuHkXuOx7uaC6z1ezoaeCflJMISyuRU11XH/xXlfmpJ0hCJx5+wliRJWjsR8XJKsbsY2HKc+3MlSZpwXtGVJEnd8Lbq+esWuZKkXrPQlSRJEyoijgX2BpYDn+hzOJKkITSl3wFIkqTmi4jdKZNCbcjI8kj/mpk39C0oSdLQstCVJEmPiYi7V7dNZm5OWZppG2AZZZbprwD/NLHRSZK0apyMSpIkPSYiVvsPg8yMbsQiSdKastCVJEmSJA0UJ6OSJEmSJA0UC11JkiRJ0kCx0JUkSZIkDRQLXUmSJEnSQLHQlSRJkiQNFAtdSZIkSdJAsdCVJEmSJA0UC11JkiRJ0kCx0JUkSZIkDRQLXUmSJEnSQLHQlSRJkiQNFAtdSZIkSdJAsdCVJEmSJA0UC11JkiRJ0kCx0JUkSZIkDRQLXUmSJEnSQLHQlSRJkiQNlP8FgGbqkmmoCvIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化前五条数据\n",
    "df[:5].plot(x='water_year', kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
